{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "# 示例：输出轴承运行阶段划分图\n",
    "- 主要分为正常阶段与退化阶段，少数研究额外增加失效阶段\n",
    "- 本示例仅关注前者情况，后者情况可以自行添加eol_calculator\n",
    "- 前半部分 XJTU数据集\n",
    "- 后半部分 PHM2012数据集"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "from fastphm.data.FeatureExtractor import FeatureExtractor\n",
    "from fastphm.data.loader.bearing.XJTULoader import XJTULoader\n",
    "from fastphm.data.loader.bearing.PHM2012Loader import PHM2012Loader\n",
    "from fastphm.data.processor.RMSProcessor import RMSProcessor\n",
    "from fastphm.data.stage.BearingStageCalculator import BearingStageCalculator\n",
    "from fastphm.data.stage.fpt.ThreeSigmaFPTCalculator import ThreeSigmaFPTCalculator\n",
    "from fastphm.util.Plotter import Plotter"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## 设置轴承全寿命阶段划分算法\n",
    "- FPT使用3σ算法"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "Plotter.DPI = 80 # 降低图片分辨率防止notebook卡顿\n",
    "fpt_calculator = ThreeSigmaFPTCalculator()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## ⭐ 生成XJTU数据集所有轴承特征图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[DEBUG   13:47:17]  \n",
      "[DataLoader]  Root directory: D:\\data\\dataset\\XJTU-SY_Bearing_Datasets\n",
      "\t✓ Bearing1_1, location: D:\\data\\dataset\\XJTU-SY_Bearing_Datasets\\35Hz12kN\\Bearing1_1\n",
      "\t✓ Bearing1_2, location: D:\\data\\dataset\\XJTU-SY_Bearing_Datasets\\35Hz12kN\\Bearing1_2\n",
      "\t✓ Bearing1_3, location: D:\\data\\dataset\\XJTU-SY_Bearing_Datasets\\35Hz12kN\\Bearing1_3\n",
      "\t✓ Bearing1_4, location: D:\\data\\dataset\\XJTU-SY_Bearing_Datasets\\35Hz12kN\\Bearing1_4\n",
      "\t✓ Bearing1_5, location: D:\\data\\dataset\\XJTU-SY_Bearing_Datasets\\35Hz12kN\\Bearing1_5\n",
      "\t✓ Bearing2_1, location: D:\\data\\dataset\\XJTU-SY_Bearing_Datasets\\37.5Hz11kN\\Bearing2_1\n",
      "\t✓ Bearing2_2, location: D:\\data\\dataset\\XJTU-SY_Bearing_Datasets\\37.5Hz11kN\\Bearing2_2\n",
      "\t✓ Bearing2_3, location: D:\\data\\dataset\\XJTU-SY_Bearing_Datasets\\37.5Hz11kN\\Bearing2_3\n",
      "\t✓ Bearing2_4, location: D:\\data\\dataset\\XJTU-SY_Bearing_Datasets\\37.5Hz11kN\\Bearing2_4\n",
      "\t✓ Bearing2_5, location: D:\\data\\dataset\\XJTU-SY_Bearing_Datasets\\37.5Hz11kN\\Bearing2_5\n",
      "\t✓ Bearing3_1, location: D:\\data\\dataset\\XJTU-SY_Bearing_Datasets\\40Hz10kN\\Bearing3_1\n",
      "\t✓ Bearing3_2, location: D:\\data\\dataset\\XJTU-SY_Bearing_Datasets\\40Hz10kN\\Bearing3_2\n",
      "\t✓ Bearing3_3, location: D:\\data\\dataset\\XJTU-SY_Bearing_Datasets\\40Hz10kN\\Bearing3_3\n",
      "\t✓ Bearing3_4, location: D:\\data\\dataset\\XJTU-SY_Bearing_Datasets\\40Hz10kN\\Bearing3_4\n",
      "\t✓ Bearing3_5, location: D:\\data\\dataset\\XJTU-SY_Bearing_Datasets\\40Hz10kN\\Bearing3_5\n"
     ]
    }
   ],
   "source": [
    "data_loader = XJTULoader('D:\\\\data\\\\dataset\\\\XJTU-SY_Bearing_Datasets')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "feature_extractor = FeatureExtractor(RMSProcessor(data_loader.continuum))\n",
    "stage_calculator = BearingStageCalculator(data_loader.continuum, fpt_calculator)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "def plot(name):\n",
    "    bearing = data_loader(name, columns='Horizontal Vibration')\n",
    "    feature_extractor(bearing)\n",
    "    stage_calculator(bearing)\n",
    "    Plotter.feature(bearing)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "#### 使用循环一次性输出所有特征图\n",
    "此处因为图片太多notebook会自动压缩格子，导致不方便查看\n",
    "所以注释代码，实际使用建议用循环"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "# for bearing_name in data_loader.all:\n",
    "#     bearing = data_loader.get_bearing(bearing_name, columns='Horizontal Vibration')\n",
    "#     feature_extractor.extract(bearing)\n",
    "#     stage_calculator.calculate_state(bearing)\n",
    "#     bearing.plot_feature()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[INFO    13:47:17]  [DataLoader]  -> Loading data entity: Bearing1_1\n",
      "[INFO    13:47:20]  [DataLoader]  ✓ Successfully loaded: Bearing1_1\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x280 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(\"Bearing1_1\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[INFO    13:47:20]  [DataLoader]  -> Loading data entity: Bearing1_2\n",
      "[INFO    13:47:23]  [DataLoader]  ✓ Successfully loaded: Bearing1_2\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x280 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(\"Bearing1_2\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[INFO    13:47:23]  [DataLoader]  -> Loading data entity: Bearing1_3\n",
      "[INFO    13:47:26]  [DataLoader]  ✓ Successfully loaded: Bearing1_3\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x280 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(\"Bearing1_3\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[INFO    13:47:27]  [DataLoader]  -> Loading data entity: Bearing1_4\n",
      "[INFO    13:47:29]  [DataLoader]  ✓ Successfully loaded: Bearing1_4\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x280 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(\"Bearing1_4\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[INFO    13:47:29]  [DataLoader]  -> Loading data entity: Bearing1_5\n",
      "[INFO    13:47:30]  [DataLoader]  ✓ Successfully loaded: Bearing1_5\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x280 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(\"Bearing1_5\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[INFO    13:47:30]  [DataLoader]  -> Loading data entity: Bearing2_1\n",
      "[INFO    13:47:40]  [DataLoader]  ✓ Successfully loaded: Bearing2_1\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x280 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(\"Bearing2_1\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[INFO    13:47:40]  [DataLoader]  -> Loading data entity: Bearing2_2\n",
      "[INFO    13:47:43]  [DataLoader]  ✓ Successfully loaded: Bearing2_2\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x280 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(\"Bearing2_2\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[INFO    13:47:43]  [DataLoader]  -> Loading data entity: Bearing2_3\n",
      "[INFO    13:47:54]  [DataLoader]  ✓ Successfully loaded: Bearing2_3\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x280 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(\"Bearing2_3\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[INFO    13:47:54]  [DataLoader]  -> Loading data entity: Bearing2_4\n",
      "[INFO    13:47:55]  [DataLoader]  ✓ Successfully loaded: Bearing2_4\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x280 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(\"Bearing2_4\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[INFO    13:47:55]  [DataLoader]  -> Loading data entity: Bearing2_5\n",
      "[INFO    13:48:02]  [DataLoader]  ✓ Successfully loaded: Bearing2_5\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x280 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(\"Bearing2_5\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[INFO    13:48:02]  [DataLoader]  -> Loading data entity: Bearing3_1\n",
      "[INFO    13:48:52]  [DataLoader]  ✓ Successfully loaded: Bearing3_1\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x280 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(\"Bearing3_1\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[INFO    13:48:52]  [DataLoader]  -> Loading data entity: Bearing3_2\n",
      "[INFO    13:49:42]  [DataLoader]  ✓ Successfully loaded: Bearing3_2\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x280 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(\"Bearing3_2\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[INFO    13:49:42]  [DataLoader]  -> Loading data entity: Bearing3_3\n",
      "[INFO    13:49:50]  [DataLoader]  ✓ Successfully loaded: Bearing3_3\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x280 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(\"Bearing3_3\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[INFO    13:49:50]  [DataLoader]  -> Loading data entity: Bearing3_4\n",
      "[INFO    13:50:20]  [DataLoader]  ✓ Successfully loaded: Bearing3_4\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x280 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(\"Bearing3_4\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[INFO    13:50:20]  [DataLoader]  -> Loading data entity: Bearing3_5\n",
      "[INFO    13:50:23]  [DataLoader]  ✓ Successfully loaded: Bearing3_5\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x280 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(\"Bearing3_5\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## ⭐ 生成PHM数据集所有轴承特征图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[DEBUG   13:50:23]  \n",
      "[DataLoader]  Root directory: D:\\data\\dataset\\phm-ieee-2012-data-challenge-dataset-master\n",
      "\t✓ Bearing1_1, location: D:\\data\\dataset\\phm-ieee-2012-data-challenge-dataset-master\\Learning_set\\Bearing1_1\n",
      "\t✓ Bearing1_2, location: D:\\data\\dataset\\phm-ieee-2012-data-challenge-dataset-master\\Learning_set\\Bearing1_2\n",
      "\t✓ Bearing2_1, location: D:\\data\\dataset\\phm-ieee-2012-data-challenge-dataset-master\\Learning_set\\Bearing2_1\n",
      "\t✓ Bearing2_2, location: D:\\data\\dataset\\phm-ieee-2012-data-challenge-dataset-master\\Learning_set\\Bearing2_2\n",
      "\t✓ Bearing3_1, location: D:\\data\\dataset\\phm-ieee-2012-data-challenge-dataset-master\\Learning_set\\Bearing3_1\n",
      "\t✓ Bearing3_2, location: D:\\data\\dataset\\phm-ieee-2012-data-challenge-dataset-master\\Learning_set\\Bearing3_2\n",
      "\t✓ Bearing1_3, location: D:\\data\\dataset\\phm-ieee-2012-data-challenge-dataset-master\\Full_Test_Set\\Bearing1_3\n",
      "\t✓ Bearing1_4, location: D:\\data\\dataset\\phm-ieee-2012-data-challenge-dataset-master\\Full_Test_Set\\Bearing1_4\n",
      "\t✓ Bearing1_5, location: D:\\data\\dataset\\phm-ieee-2012-data-challenge-dataset-master\\Full_Test_Set\\Bearing1_5\n",
      "\t✓ Bearing1_6, location: D:\\data\\dataset\\phm-ieee-2012-data-challenge-dataset-master\\Full_Test_Set\\Bearing1_6\n",
      "\t✓ Bearing1_7, location: D:\\data\\dataset\\phm-ieee-2012-data-challenge-dataset-master\\Full_Test_Set\\Bearing1_7\n",
      "\t✓ Bearing2_3, location: D:\\data\\dataset\\phm-ieee-2012-data-challenge-dataset-master\\Full_Test_Set\\Bearing2_3\n",
      "\t✓ Bearing2_4, location: D:\\data\\dataset\\phm-ieee-2012-data-challenge-dataset-master\\Full_Test_Set\\Bearing2_4\n",
      "\t✓ Bearing2_5, location: D:\\data\\dataset\\phm-ieee-2012-data-challenge-dataset-master\\Full_Test_Set\\Bearing2_5\n",
      "\t✓ Bearing2_6, location: D:\\data\\dataset\\phm-ieee-2012-data-challenge-dataset-master\\Full_Test_Set\\Bearing2_6\n",
      "\t✓ Bearing2_7, location: D:\\data\\dataset\\phm-ieee-2012-data-challenge-dataset-master\\Full_Test_Set\\Bearing2_7\n",
      "\t✓ Bearing3_3, location: D:\\data\\dataset\\phm-ieee-2012-data-challenge-dataset-master\\Full_Test_Set\\Bearing3_3\n"
     ]
    }
   ],
   "source": [
    "data_loader = PHM2012Loader('D:\\\\data\\\\dataset\\\\phm-ieee-2012-data-challenge-dataset-master')\n",
    "feature_extractor.continuum = data_loader.continuum\n",
    "stage_calculator.scale = data_loader.continuum"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[INFO    13:50:23]  [DataLoader]  -> Loading data entity: Bearing1_1\n",
      "[INFO    13:50:30]  [DataLoader]  ✓ Successfully loaded: Bearing1_1\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x280 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(\"Bearing1_1\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[INFO    13:50:30]  [DataLoader]  -> Loading data entity: Bearing1_2\n",
      "[INFO    13:50:32]  [DataLoader]  ✓ Successfully loaded: Bearing1_2\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x280 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(\"Bearing1_2\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[INFO    13:50:32]  [DataLoader]  -> Loading data entity: Bearing1_3\n",
      "[INFO    13:50:39]  [DataLoader]  ✓ Successfully loaded: Bearing1_3\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x280 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(\"Bearing1_3\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[INFO    13:50:39]  [DataLoader]  -> Loading data entity: Bearing1_4\n",
      "[INFO    13:50:43]  [DataLoader]  ✓ Successfully loaded: Bearing1_4\n"
     ]
    },
    {
     "data": {
      "image/png": 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jgKV0c//997N582Zat25N69at+e2338jPzycxMVGrJnzmmWdITk4mJiaGL774AicnJ5YuXcrs2bMpKirCbDbz2muvcdddd5Ub5/nz5xkxYgRnz57FYDAQExPDm2++yUsvvURmZiZRUVF07tyZefPmMWLECBITEykqKqJp06Z89tlnNGzYELCURt999128vLy4++67eemll7S2h927d/P3v/+drKwsTCYTL7zwwnXnHBdCWNH5H8HnJnC33eC6DplQaorIyEh69erFrFmzePHFF8u8NnnyZMLCwlixYgVpaWnExMQQGRlJ586dAbh48SI7d+7EYDAwffp09uzZw969e/Hz86Nnz56MHTuW9evX4+HhQYcOHfjuu++44447iIuLY9iwYRgMBk6ePEnnzp05deoUbm5u14xzyZIlNG/eXLvR9NKlSwQEBPDKK6+wcuVKVq5cqa373nvvaaM9v/HGG0yfPp158+Zx6NAhpk+fzr59+2jYsCEvv/yytk1GRgbjx49n7dq1NGrUiAsXLtC+fXtiY2Np0qSJtd5uIcS15KVC7kloOdamh3HIhFLREkR1ePXVV7nllluYMGFCmeUbNmxg7969gKXX25AhQ9iwYYOWUMaMGVPmBs2+fftq90K0b98eNzc3vL29AYiOjubYsWMAJCcnM2LECFJTU3F2dubSpUskJydz0003XTPGzp07M2vWLJ555hm6d+9Ov37X7gWydOlSFi9eTEFBAQUFBQQGBgKwadMm+vXrp5VWxo0bxyuvvALA9u3bOXHiBP379y+zr8TEREkoQlSH8z9Z/tqw/QQcNKHUJCEhIQwfPpzXXnut3PX+ene/l5dXmefu7u7av41G4xXPS9taHnjgAd544w3uvfdeAAICAq47HE2XLl1ISEhgw4YNrFixgn/84x/s27fvivV+/PFH5syZw44dO6hfvz6rVq3ipZdeuu75KKUIDw9n+/bt5cYhxI1q2bKl3iHYB61B/labHkYa5avBtGnTWLJkCWfOnNGW3X777XzyySeApQ1jxYoV9OnTp8rHSk9Pp3nz5oClKis9Pf262yQnJ+Pl5cV9993H3LlzOXr0KDk5Ofj4+JCZmVlm397e3tStW5eioqIyPfh69epFfHw8aWlpAGU6I8TGxpKcnMyGDRu0ZQkJCRQVFVX5fEXttmrVKlatqjk1EjXW+R/BvQF42TYBS0KpBoGBgTzxxBOcPXtWWzZnzhwOHz5M27Zt6dWrFy+++CKdOnWq8rFmz57NvffeS3R0NPv27avQ6ANbtmwhJiaGqKgoYmNjefvtt/H19aV3794UFhbSrl07JkyYQL9+/QgLCyMsLIxu3boRFRWl7aNt27ZMmzaNW2+9lfbt21NQUICvry9gGQdrzZo1zJgxg8jISNq0acPUqVMxm81VPl8hxHUUZULGAUt1l43HOTQoO7sFuPQmycuZTCaOHj1KaGgoRqNRp8hEdna21q4ze/Zs1q1bx3fffadzVFUj362a7YMPPgDgscce0zmSGuxMPGzpB+1nwU1PVXl3V7sGl5I2FGE1U6dO5aeffqK4uJjGjRtf86ZWIazlww8/BCShlKsabmgsJQlFWE3pr0UhRA1y/kdw9gT/KJsfStpQhBDCUSkFl/ZCQAdwsn35QRKKEEI4qrzTUJINvhHVcjhJKEII4agy/xw00y+8Wg4nbShCCLvVt29fvUOo2TJ/s/z1rZ6EIiUUGwkJCSEsLIzIyEhatWrFoEGDHOJO8YyMDN54440yy8aOHcvmzZttfuwtW7awbt06mx9H2I9Zs2Yxa9YsvcOouUpLKD5tquVwklBs6KuvvmL//v0kJSUxevRoBgwYwM6dO/UOq1zXGy7/agnl008/pVevXrYMC5CEIsQNy/wV3OuDe2C1HM4xq7y2DoQc2wxfj1dL6HHjQz0MGTKEXbt28c4777Bs2TKKi4v5xz/+waZNmygqKiI0NJT58+fj7+/P2bNnGT16NKmpqQQFBREQEMBNN93E9OnTy91uzJgxuLm5kZSUxOnTp4mIiODLL7/E1dX1uts5OTmRlJREWloaR44cueYw9RMmTCA7O5uoqCicnZ3Zs2dPmYm7rjcs/6hRo1i/fj1//PEHjzzyCNOmTbvivTp27BhjxowhJycHs9nMoEGDuPfee5k3bx4mk4ktW7YwZMgQXnjhBe644w4uXrxIfn4+kZGRfPLJJ3h6egLw8ssv88UXX+Dv709cXBxLlizh5MmTgGWmv1dffZX8/HyMRiNvvvlmtSRFYV1PP/00gJRSrkYpS5VX3Y7VdkgpoVSjTp06aTPLvf3223h6erJr1y4SEhK0oUsAnnjiCbp06cJvv/3Gv//9b7Zs2aLto7ztwDJG1v/+9z8OHz7MuXPnWL58eYW227t3L2vWrOHIkSOAZZj6PXv2cODAAbp168b06dMBmDdvHt7e3iQkJLBnz54rzrF0WP6DBw+yadMmXnvtNX7++Wft9YyMDHbs2MHu3bt5++23+f3336/Yx/vvv8+dd97J/v37OXjwIFOmTCEqKooJEyYwYsQIEhISeOmllzAajSxdupQ9e/Zw6NAhfH19mTt3LgBr1qxh+fLl7Nu3j127dpU5zokTJ5g+fTpr165l7969LF26lOHDh1NYWHhDn6fQ3/fff69NuyD+Iu80lORUW3UXOGoJpRIliOpw+Sg3K1euJDMzU7vgFxUVERISAsDGjRt55513AGjYsCF33nlnhbYDuPvuu7XJvG655RaOHz9eoe2GDh2qDZsC1x6m/nquNyz/8OHDAcv4Zi1atCA5OfmKIey7d+/O3/72N3JycujRowe33377VY+llGLWrFmsWbOGkpISMjMziY2N1d7Dy8/pkUce0dp51q1bR1JSEt27d9f25eTkREpKCq1bt67QeQpR41VzDy9w1IRSQ+3evZuICEt/cKUUc+fOrVAvlb8OBV/edtca1v56210+XP6NDFN/I7GXF9/l7rnnHmJjY1m/fj3vv/8+7733HmvXrr1ivaVLl7Jp0ya2bt2Kj48Pc+bMYdOmTdeNQylFnz59WLp0aaXOSQi7UM09vECqvKrNt99+y0cffcQzzzwDwODBg5k1axZ5eXkA5OXladVht912G59//jkA586dY/Xq1dp+ytuuPDeyXXnD1Pv4+JCfn3/NoeetMSz/sWPHaNCgAaNGjeKtt97SqsyuNpx+YGAgPj4+ZGdna+8ZWN7D5cuXk5OTg1KKBQsWaK/FxcWxYcMGDhw4oC3btWvXDcUoRI1XzT28QEooNnX//ffj7u5Obm4ubdq0Ye3atdoQ9X//+98pLCykU6dO2q/nv//974SHhzN79mxGjx5NmzZtaNy4MZ06dcLPz++625XnRrbr168fS5YsISwsjLp163L77bdrbRABAQGMGjWKdu3a4eXldUU7ypw5c5g4cSJt27ZFKVWpYfm//vprlixZgqurK2azmXnz5gGW6rzFixcTFRXFkCFDePLJJ/n2228JCwujXr16dOvWjVOnTgFw5513snPnTqKiovDz86NHjx7ae9iqVSuWLl3Ko48+Sl5eHkVFRURHR0uJRTiWau7hBTJ8fY2Un5+Pi4sLzs7OXLx4kc6dO7NkyRKrzJdSm5QOp6+U4plnniE/P5+PPvrohvbhaN8tRyPD11+DUrDMx9LDq/fVq4ErS4avtzPHjh1j1KhRKKUoKipi0qRJkkwqYdSoUZw8eZKCggLCw8O1ko5wHJJIrkGHHl4gCaVGateuHQkJCXqHYfe++eYbvUMQQh869PACaZQXQtixgQMHMnDgQL3DqHl06OEFUkIRQtix0vusxF/o0MMLpIQihBCOR4ceXiAJRQghHEvpGF7VXN0FklCEEMKxlPbwkoTiOEpKSvjnP//JTTfdREREBFFRUYwfP56MjAy2bNlCVFSU3iFa1YABA0hMTLzueitXriwzWKQQwspK2098q7f9BKRR3mYeeeQRLl26xI4dO/D390cpxddff82lS5f0Ds0mrjbW1tWsXLmSqKgobbBIIapi5syZeodQ8+jUwwscuIQSHh5+1UdSUhIASUlJ11ynVHx8/DVfK09SUhLLli1j4cKF+Pv7A5bBCYcOHUqLFi0ASwlm0qRJREZGEh4erg1hUlJSQlxcHB06dCA8PJzhw4eTm5sLWCaYioiIuOp2APPnzyc0NJT27dvz6quvlhkQcffu3dx222106NCB6Oholi1bdtXYx4wZw8MPP0xsbCyhoaGMHj2a/Px8ANLS0hgyZAht27YlIiKizBhfISEh2r0zPXv25Nlnn6Vbt260bNmSCRMmAJaks2rVKt5++22ioqL49NNPK/R+CnEtcXFxxMXF6R1GzaKVUGpZQlm7di3t27cnKiqKiIgIFi1apGc4VvPLL7/QunXrcod8P3LkCKNHj2b//v1MnjyZF198EaDcOT7K2+7QoUNMnz6dbdu28csvv5QZxTcjI4Px48fzxRdfsGfPHtavX88zzzxz1blIAHbu3El8fDyHDx/m0qVL2uRF15vr5HLHjx9n8+bNHDp0iPj4eHbs2MGAAQMYOHAgf/vb30hISGDs2LE39sYKIa6vtIeXW91qP7RuVV5KKR588EG2bNlCu3btOHnyJDfddBNDhgwpMy9HZV1vBN5WrVpdd524uLgKjeRbGa1atdKGU+nSpYs2/0l5c3yUt92mTZvo168fDRs2BGDcuHG88sorAGzfvp0TJ07Qv3//MjEkJiZeMRcJwH333VdmHpE5c+bwwgsvXHeuk8vdf//9ODs74+zsTFRUFMePH6dLly6Vf8OEuIrSWgNb/T+1OzrM0ng5XdtQDAYDGRkZAGRlZVG3bl3c3Nz0DMkq2rdvz7Fjx7h48SJ16179V8K15gW53hwfFZlPBK6c/yM8PJzt27dX6nz+OqfJ9ZbfSJxCCCvSsYcX6FjlZTAY+OqrrxgyZAjBwcF07dqVRYsW4erqWma9mTNnEhQUpD1ycnJ0irjiWrVqxT333MMjjzyiJUylFMuXL+fEiRPlblveHB/l6dWrF/Hx8aSlpQHw2Wefaa/FxsaSnJzMhg0btGUJCQnXnNPk66+/JicnB5PJxMKFC7UZE60x18lf5zQRQliRjj28QMeEUlJSwmuvvcaKFSs4deoUGzduZOTIkVy4cKHMelOmTCE1NVV7XD6zYE22YMECIiMj6dSpE+Hh4bRp04bvv/+egICAcrcbNWoUeXl5hIWF0b9/f7p161ah45XOEX/rrbfSvn17CgoK8PX1BcDf3581a9YwY8YMIiMjadOmDVOnTsVsNl91Xx07diQuLo6bb74ZPz8/nnrqKcAy18nhw4dp27YtvXr1qtRcJyNHjuS///0v0dHR0igvhLXp2MMLdJwPZc+ePQwfPpyjR49qyzp27MiMGTPK/dVbG+ZDqazS+T8AZs+ezbp16/juu+9uaB9jxowhKipKSyK1nXy3ajZpQ/mLnx+GEwvhngs2a5SvkfOhNG3alLNnz3L48GFuvvlmkpKSOH78OGFhYXqFZPemTp3KTz/9RHFxMY0bNy7TrVcIUQvo2MMLdEwoDRo04OOPP+a+++7DyckJs9nM+++/T7NmzfQKye6Vzl5XFRVtsxGiJvj222/1DqHm0LmHF+jcy2vYsGEMGzasyvsp7W1kZ7MZCztQ+p0qr0eb0E+rVq30DqHm0LmHFzjI0CtOTk64uLho3XTlP7+whuLiYs6dO4e7uztOTg47qIRdKx35QhILuvfwAgdJKADNmjUjJSXFYcfKEtXPYDDg5+dH/fr19Q5FXMOgQYMAaZQHdB1ypZTDJBRXV1datWqF2WyWqi9RZQaDQXsIUeMpBRd2WP4tCcV6pGpCCFGr5JyEnWPh3EYIiNGthxc4YEIRQohaI2WZ5d6TkhxoOQ7av6NrOJJQhBDCHv2xAX4aDu71oNtyaNRX74gkoQghhN1J3w/bhoCzJ/RaD376tZtcThKKEMJu1creXbmnYcsAMBdCr/gak0xAEooQQtiXvZMh/wzE/gca9NQ7mjKkS5QQwm7Fx8cTHx+vdxjV5+JuSP0Wmt4DIQ/oHc0VpIQihLBbU6ZMAWpR1deBfwAGaPtPvSO5KimhCCGEPUj7Ac7GQ8jwGtVucjlJKEIIUdMpBQemgcEIES/rHc01SUIRQoiazFwCibMhbRu0GAM+rfWO6JqkDUUIIWqSogwoSgdTIWQetLSbZCWCRyOIeEnv6MolCUUIYbdatmypdwjWdfZ72DrQco9JKWdPSzXXzc+Ai7d+sVWAJBQhhN1atWqV3iFYj6kAdk8CJ2cImwxObuDiC81HgUcDvaOrEEkoQghRExyZCTnHIepNaPOc3tFUijTKCyHs1gcffMAHH3ygdxhVl3saDv0LvEMh7Cm9o6k0SShCCLv14Ycf8uGHH+odRtXtexZMeRAzB4yuekdTaTeUUAoLC6+/khBCiIrLOAQp/4WgQdA4Tu9oqqRCCeXAgQNERERoPSr27t3Lc8/ZZx2fEELUKGlbLX9bjtM3DiuoUEJ54oknmDdvHvXq1QOgffv2rFmzxqaBCSFErVA6F3xgZ33jsIIKJZScnBy6du2qPTcYDLi62m89nxBC1BgXdlga43WcC95aKtRt2NnZmeLiYgwGAwCnT5/GaDTaNDAhhLievn31n/a2SgrSIOcENB+tdyRWUaGE8vjjjzN48GDOnz/PtGnTWLJkCW+99ZatYxNCiHLNmjVL7xCq5sLPlr+BXfSNw0oqlFAefPBBWrRowbfffktRURFLliwpUwUmhBCiEhyo/QRu4E752NhYYmNjbRmLEELckKeffhqw45LKhR3g7AW+EXpHYhUVSii9evXS2k8ut2nTJqsHJIQQFfX999/rHULlmUssU/oGdgYnx2iTrlBCefbZZ7V/FxQUsHTpUkJDQ20WlBBCOLyMg5a74x2k/QQqmFDuuOOOMs8HDRrEbbfdZpOAhBCiVnCw9hOo5FheJpOJM2fOWDsWIYSoPUoTSl3HSSgVKqHcfffdWhuKyWTiwIEDDBgwwKaBCSGEQ7uwA7xbg3ug3pFYTYUSyuDBg/9/A2dnXnjhBTp16lTlgxcWFvLMM88QHx+Pu7s7kZGRLFmypMr7FULUDpMmTdI7hMpJP2CZ+6T5KL0jsaoKJZTRo21zF+fUqVMxGAwcPXoUg8HAH3/8YZPjCCEc02OPPaZ3CDeuKAN+uAcMztB6ot7RWFW5CWXKlCnlbjxz5sxKHzg3N5fPPvuM1NRUrTqtYcOGld6fEELUeMoM20dCThLEzHWoBnm4TqO8r69vuY+qOH78OAEBAcyYMYMOHTrQrVs3Nm7ceMV6M2fOJCgoSHvk5ORU6bhCCMcxcOBABg4cqHcYFXfoX3BmNYSMhFA7LF1dh0EppfQ48C+//EJMTAyLFi1i1KhR7Nu3jz59+vDrr7/SoEGDa24XFBREampqNUYqhKipwsPDAfj11191jqQC8lLh22DwbQt9t4NzHb0jqpTyrsEVHnpl165dJCQkUFBQoC174oknKh1Us2bNcHJyYsSIEQBER0fTvHlzDh48WG5CEUIIu5S8xFLl1Xa63SaT66nQfSgzZsxgwoQJvPDCC2zdupVp06axefPmKh04MDCQ3r17Ex8fD0BycjLJycncfPPNVdqvEELUOEpB8r8tc540dtxbLiqUUJYuXcr27dsJCgpi+fLl7N69GyenSt0TWca8efN4++23adu2LYMHD2b+/Pk0adKkyvsVQoga5dJeyDoMwcPA6LiTE1aoysvd3R13d3fMZjNKKcLCwjh+/HiVD96iRYsql3SEEKLGS/635a+D3XfyVxVKKB4eHhQXFxMVFcWzzz5LUFAQJpPJ1rEJIUS5qnLrQrUxFcGp/4DPzRDQQe9obKpC9VYfffQRRUVFvPvuu2RlZfHTTz+xePFiW8cmhBDliouLIy4uTu8wynf2Oyi8YCmdXGUaEEdSoRJKo0aN8PT0xNPTk08++cTWMQkhhONI/jdggJARekdicxUqoYSGhjJ06FDWrl2L2Wy2dUxCCFEh4eHh2r0oNVLuafj9f9DgNvBsqnc0NlehhJKSksIdd9zBW2+9RXBwMM8//zxHjx61dWxCCGHfjrwL5mK4+Rm9I6kWFUoonp6ejBkzhi1btrBt2zYuXrwo94sIIUR5Cs5D0sfgHwWN+ukdTbWo8J3yxcXFrFq1igULFrB7924mTnSsUTKFEMKqEueAKR/aPO/wjfGlKpRQJk+ezLJly4iOjuahhx7im2++wdXVcW/OEUKIKinOgqNzLRNoNb1H72iqTYV7ee3Zs4egoCBbxyOEEPbNVAC/vQ3FmdD+XXAy6h1RtdFttOHKktGGhRClkpKSAGjVqpXOkQDH5lnaTDIOgiqBOkFw13GHG2rFKqMNCyFETVMjEglA4vuwd/Kfgz/2t9wR3/xBh0sm1yMJRQhht2pECSX5C0sy8Q6FPj+Ae339YtGZJBQhhN0aNGgQoOMEW7+vgZ9HQ52mcNv6Wp1MoIL3oZw+fZo777yTqKgoABISEpg1a5Yt4xJCiJot4xD89AC4+luSiWczvSPSXYUSyqOPPsoDDzxAaft9REQECxYssGlgQghRYxVegm2DLD26uq0AnzC9I6oRKpRQ0tLSePDBB7VJtZydnXF2ltoyIUQtZC6xlExyTkCHOVC/m94R1RgVSijOzs5c3rs4PT0dO+ttLIQQVacU7H0S/lgPLcdBqwl6R1SjVCihDB06lEcffZSsrCw+/fRT+vTpw9ixY20dmxBC1BxKQcJUOPYh1O8JHebWmiFVKqrCNzb+5z//YeXKlSilGDx4MMOHD7d1bFclNzYKIXRx8BU4+DIEdoFe8eDirXdEuqjSjY0mk4m4uDg2bNjAsGHDrB6cEELUaAXnYf+LcPwT8G8PPdfW2mRyPddNKEajkby8PMxms9YoL4QQNUF8fDyAbaYBNpdYRgw+9IplXK763aHrcnD1s/6xHESFump17NiRO++8kwcffBAvLy9t+cCBA20WmBBCXM+UKVMAG93Y+MvTcPR98AyGTp9A03ulzeQ6KpRQDhw4AFBmPnmDwSAJRQjhmH5fbUkm9btDz3Xg7KF3RHahQgll8+bNto5DCCFqhvyz8PNDljvguyyRZHIDKpRQtm3bdtXl3bt3t2owQgihK2WGHaOh8AJ0/Ro8m+odkV2pUEJ55plntH8XFBSQmJhIREQEv/zyi80CE0KIanf8s/+/abFZ7Zlp0VoqlFB2795d5vmuXbv4/PPPbRGPEEJUWMuWLa23s+JsODAN3BtYZloUN6xSA3LdcsstPProo9aORQghbsiqVaust7Pf3oCCNLjlY7nPpJJuqJcXWG503LlzJ8XFxTYLSgghqlXuaTgyE3wjoMXDekdjtyqUUEonsQHLQJGtW7dm0aJFNgtKCCEq4oMPPgDgscceq9qO9r9gGYo++h1wMlohstqpwmN51RQylpcQolR4eDhQxRsbM3+DNeHQKA56rbNSZI6rvGtwhcZSGTx4cIWWCSGE3Un7wfK3dRVLOaJiCSUlJeWKZcePH7d6MEIIUe0y9lv++kfpGoYjKLcNZf78+cybN4+jR4/Svn17bXlmZqZW1BRCCLuWvt9yV3ydIL0jsXvlJpR+/foRFhbGxIkTmTVrlrbcx8eHdu3aWS2IhQsX8vDDD/PNN99IVZoQovooM2QchID2MvCjFZSbUIKDgwkODubw4cM2C+DkyZN88skndO7c2WbHEEI4pr59+1ZtB7knoSQb/CKtEk9tV6Fuw/n5+cydO5eEhAQKCgq05StWrKjSwc1mM2PHjmXu3LllhncRQoiKuLzmpFLSS9tPJKFYQ4Ua5ceNG8fJkyfZvn07vXr14tSpUwQHB1f54DNnzuTWW28lJiam3HWCgoK0R05OTpWPK4QQAGT8edO2JBSrqFBC2b9/Px9++CE+Pj5MnjyZLVu2sHfv3iod+NChQyxfvpxp06aVu96UKVNITU3VHpdP8CWEqN2efvppnn766crvIH0/GJzAp431gqrFKlTl5eFhmQ/A2dmZ3NxcvL29OX/+fJUO/MMPP3Dy5Elat24NwB9//MH48eM5e/YsEydOrNK+hRC1w/fff1+1HWTsB+8wmfPESiqUUAICAkhPT2fAgAHExcURGBhIUFDVuthNnDixTOLo2bMnTz31lPTyEkJUj+JsyDkBwQ/oHYnDqFBCWbNmDUajkVdffZWlS5eSnp7OqFGjbB2bEELYTsZBy1/p4WU1FUooRqORs2fPkpiYyIgRIyguLsbaQ4Bt2bLFqvsTQohyld4h72e9e+pquwo1yn/99dd07tyZMWPGAPDbb79J1ZQQwr6lSw8va6tQCeX111/nl19+4fbbbwcgMjKSU6dO2TQwIYS4nkmTJlV+44z94FYXPBpbL6BarsJVXnXr1i2zzNXV1SYBCSFERVV6HhRlttyDUreTDLliRRWq8vL29ubcuXMY/nzjN27cSEBAgE0DE0IIm8lJhpJcaT+xsgqVUN544w369+/PiRMn6Nq1K8nJyaxZs8bWsQkhRLkGDhwIVGJu+cxDlr9+ba0cUe1WbkL59ddfCQ8Pp2PHjmzevJnt27ejlCI2NhY/P79qClEIIa6u0vMyZf45w6OvTMNhTeVWeY0cORKArl274uvrS//+/RkwYIAkEyGEfcsoTSgy5Io1lVtCKSgo4KuvvuLMmTNXLVKWFjeFEMKuZP4KdZqBi7fekTiUchPKG2+8wbx58zh//vwVw0QbDAZJKEII+2M2QdYRaHCb3pE4nHITysCBAxk4cCBPPvkks2fPrq6YhBDCdnKOg7kQ/KT9xNoq1MtLkokQoiaaOXPmjW8kDfI2U6GEIoQQNVFcXNyNbyQJxWYqdGOjEEI4jNKE4nOzvnE4IEkoQgi7FR4eTnj4DZY0Mn8FzxBwkdlfrU0SihCi9jCXQFaiVHfZiCQUIUTtkZ0E5iJJKDYiCUUIUXtIg7xNSUIRQtQepQlF7kGxCUkoQojaI/NXwCA9vGxE7kMRQtitb7/99sY2yPwVvJqDcx3bBFTLSUIRQtitVq1aVXxlczFkH4VG/WwXUC0nVV5CCLuVlJREUlJSxVb+Y4MlqQR0tG1QtZiUUIQQdmvQoEGAZTLA6zr+meVv8wdtGFHtJiUUIYTjKzgPv6+CBr0tbSjCJiShCCEcX/JiS3VXy0f0jsShSUIRQjg2peDEZ+DqD03v1jsahyYJRQjh2C7uhMzfIORBMLrrHY1Dk4QihHBspY3xUt1lc9LLSwhht67bu8tUCKe+hIAY8I+snqBqMSmhCCEc16U9UJIDTQbpHUmtIAlFCGG34uPjiY+Pv/YKadssf+t3r56Aajmp8hJC2K0pU6YA5VR9pW0FJ1cI7FSNUdVeUkIRQjgmcwmc/wnqdpLeXdVEt4RSUFDA4MGDCQ0NJTIykj59+lR8TB4hhLie9ARL+4lUd1UbXUso48ePJzExkf379zNo0CDGjh2rZzhCCEci7SfVTreE4u7uzoABAzAYDAB07tyZkydP6hWOEMLRnN8GBiMEdtE7klqjxjTKz549Wxs59HIzZ85k5syZ2vOcnJzqDEsIUYO1bNny6i8oM6T9AP7twcW7eoOqxQxKKaV3EDNmzOB///sfGzdupE6d8mdSCwoKIjU1tZoiE0LYpYxDsLYt3PwsRL+tdzQOpbxrsO4llHfeeYcVK1awYcOG6yYTIYSokNL2k3rSflKddE0oM2fO5D//+Q8bNmzAz89Pz1CEEHbogw8+AOCxxx4r+0LaVsAA9btWf1C1mG5VXqmpqTRt2pQWLVrg7W2p43Rzc2Pnzp3lbidVXkKIUuHh4cBfbmw0m2BlY3BvAAMO6BSZ46qRVV5BQUHUgOYbIYSj+WMDFKRBqwl6R1LryJ3yQgjHkrzI8rf5KH3jqIUkoQghHEdRJqR+A/W6gvc1uhQLm5GEIoRwHCnLwFQAzUfrHUmtpHu3YSGEqKy+ffuWXZC8yDIQZLOh+gRUy0lCEULYrVmzZv3/k+zjcP5HCB4Grr76BVWLSZWXEMIxJP/b8lequ3QjCUUIYbeefvppnn76acuT08vBvSE0vF3foGoxqfISQtit77//3vIPswmyj0LDOHAy6htULSYlFCGE/ctLAXMxeLfSO5JaTRKKEML+ZR+z/PVurW8ctZwkFCGE/cv+c/pwSSi6koQihLB/WglFqrz0JI3yQgi7NWnSJMs/sr8DJ1eo00zfgGo5SShCCLulzYOyei54tZAeXjqTKi8hhH0zl0DOCfCS6i69SQlFCGG3Bg4cCCV5rHqwWBrkawBJKEIIu3X8+HEoybE88ZGEojep8hJC2DdzkeWvVHnpThKKEMK+lSYUqfLSnSQUIYR9MxX92WW4qd6R1HqSUIQQ9s1cBF4tpctwDSCN8kIIuzXznbdh611yh3wNIQlFCGG34rrdBOlmaT+pIaTKSwhhv7JklOGaREooQgi7Fd5jDOTDr3ukyqsmkIRyDUopjl48SqGpkKY+TfFz9wMgszCT87nnCawTiL+Hv75BClHbmaTLcE1SqxLK+dzz/J79O5fyL3Ex7yK5xbnaa8WmYvJL8skvzudg2kE2JW/ibM5Z7XVPF0+KzcUUlX6BgXp16hFaN5R6nvXwdfPF29UbDxcP3IxuGJ2MXMi7wLncc2QWZOLr7ktdj7p4u3pjVmZMyoTRYCSwTiD1POvh5+6Hi5MLLkYXPJw98HHzwdfdF6PBSKGpkCJTEWZlBsCAAVejK3Vc6uDh4oGLkwvOTs4YnYyYzCaKTEWYlAlPF0/quNTBYDCglKLIVESRqQhPV0+cDFLbKezb8UvHyS/KxB0wuTdG+njpr1YllBc3vcgnv3xSoXUj6kcwtM1Q/D38SclMITUrFVejKw08GxBYJ5BzuedIvJjIkQtH2JG6Q7vYX42Xqxc5RTnWOo0b4mRwoo5LHQpKCigxlwCWhOTt5o2niycmZaLEXIJSCmcnZ5ydnDErM/kl+eQV52FWZtyd3XF3dsfTxRMfNx983HwwKRNZhVlkFWZp2xr/7LZpVmaUUhidjFqyMykTxaZizMqMm7Obtk9XoyuuRlftuKXbOhmccDI4ofj/RGg0GPF09cTTxRNnJ2cUCqUUCgVYSpV5xXlkFWaRU5SDp6snAR4B+Lv7o1AUlhRSaCoksyCTzMJMCkoKaOTViGa+zajvWR+T2USxuZiCkgKyi7LJKsyioKRAe8+cnZy1uJ2drv5fx2AwaOuX/nAwmU24GF0s5+rkCqC977nFuWQXZlNQUoCHiweeLp54u3lTv059Gng10ErGAEWmIrILs8kuyianKEd7GJ2M+Lv74+/uj7uzu/beuTm7aT8qvN288XHzwcvVixJzCQUlBRSZivBw9sDL1QtPV088nD1wd3bHxeiCyWyJz6RMKPXn+4vSPqMSc4n2AHAzuuHm7EZBSQEX8y5yKf8SLkYXAusEEuARgMls0uJ1Mbrg5epFHZc6ZX7YODs54+LkgtHJSEFJAfnF+RSaCrXjGwyWz8BoMPLloS957YfX8DWZwNmFfFMhXkYXq/yfEZVXqxLKoLBBNPNtRl2PugR4BODl6qVdAJydnLX/UMF+wdT3rF/h/V5+ISsoKdAu3oF1AgmsE4iL0YUScwkZBRlkFWZhNBhxdnKm2FzMhbwLXMi7QGZBplYCyivOI7swm8zCTMsF2OiGq9FVu8CWljZKS1TF5mLLBUCVYDQYtf+UucW5ZBVmkVuUq12sXI2u5BTlkFmYSV5xnhYL/P9FDihTuiksKaSgpEDb38mMkzg7OePj5kMz32Y4GZwsFx+zCYPBgAEDBoNBu0CXmEtwc3KzvN8YKDQVklecx6X8SxSbirUSlQGDdoEpvXiB5WJVepHLLc4ltyhXSyJguXiX8nT1xNvVGy9XLy7mX2Tf2X0Umgq1192Mblrpz9XoyoFzB9h6autVP9c6LnVwd3bXnhebirXSorUYMODl6oWHiwf5xfnkFueW++NE/L+bAm8i3zsfDxdPvFy99A5HAAZVmv7tRFBQEKmpqXqHIXRUWiopTVzXW7egpEArLV1t/ZyiHM7nnsfF6IKLkwtuzpbkd61SiFmZMZlNVx7rsiRXWsoyOhkxYMCkTBSWWJKRwWBJnEaDEQ8XjzK/0pVS5Bbnkpabxrmcc2QUZGhJ2sXogrerN95u3lrS9HT1pMRcQnp+OukF6VrVqMls0hJ3blEuOUU5ZBVmkV2UjYuTi1YSKSgp0EoOpT8cikxFGJ0sPzScDE7a+2zAoJ2Pk8FJe78uL/25O7sT4BFAgEcAxaZiLuZf5GLeRZydnLVScbG5mJyiHPKK88qUfkrMJRSbijEpk1YSdDO6WWL4s9q29EdPU5+mjIsZR3S7aAB+/fXX639xhFWUdw2WhCKEsFtJSZa55Fu1kl5e1aW8a3CtqvISQjgWSSQ1i3T1EULYraSkJK2UIvSna0I5duwYsbGxhIaG0rFjR6kHFULckEGDBjFo0CC9wxB/0jWhPProo4wfP56jR4/y97//nTFjxugZjhBCiCrQLaGkpaWxZ88eHnzwQQDuueceTp8+LcVXIYSwU7ollNOnT9OoUSOcnS39AgwGA82aNSMlJaXMejNnziQoKEh75OToc4OgEEKI8tX4RvkpU6aQmpqqPby85AYmIYSoiXRLKE2bNuXs2bOUlFjuzFZKkZKSQrNmzfQKSQghRBXodh9K/fr1ad++PUuWLGHMmDEsX76coKCg6/YrP3/+PEFBQZU+bk5OTq0p5dSWc5XzdCyVOc+qXBP0ZI+f6fnz56/5mq53yicmJjJmzBguXryIj48PCxcupG3btjY9Zm260762nKucp2OpLecJjneuut4pHxYWxo4dO/QMQQghhJXU+EZ5IYQQ9qHWJZQpU6boHUK1qS3nKufpWGrLeYLjnavdjTYshBCiZqp1JRQhhBC2IQlFCCGEVdSqhOKIoxsXFBQwePBgQkNDiYyMpE+fPtp4aGlpafTr14/WrVsTERHBtm3bdI7WOhYuXIjBYGDlypWAY55nYWEhjz/+OK1bt6Zt27bamHeO9h1eu3Yt7du3JyoqioiICBYtWgTY/2f6xBNPEBISgsFgICEhQVte3ufnEJ+tqkV69eqlFi5cqJRSatmyZapDhw76BmQF+fn5as2aNcpsNiullJo7d67q0aOHUkqphx56SL388stKKaV27dqlmjRpooqKinSK1DqSk5NVly5dVOfOndU333yjlHLM83zqqafU448/rn2uZ8+eVUo51nfYbDYrf39/tX//fqWU5bN1c3NTWVlZdv+Zbt26VZ0+fVoFBwerffv2acvL+/wc4bOtNQnl3LlzytvbWxUXFyulLF/mBg0aqGPHjukcmXXt3r1bBQcHK6WU8vT01C5ESinVsWNHtX79ep0iqzqTyaR69+6t9uzZo3r06KElFEc7z5ycHOXt7a0yMzPLLHe077DZbFYBAQFq69atSiml9u/frxo3bqwKCwsd5jO9PKGU9/k5ymdba6q8Kjq6sb2bPXs2gwYN4uLFixQXF9OwYUPttZCQELs+35kzZ3LrrbcSExOjLXPE8zx+/DgBAQHMmDGDDh060K1bNzZu3Ohw32GDwcBXX33FkCFDCA4OpmvXrixatIjs7GyH+0yh/GuQo3y2Mqe8A5kxYwZJSUls3LiR/Px8vcOxqkOHDrF8+XK7q0uvjJKSEk6dOkWbNm1444032LdvH3369GHNmjV6h2ZVJSUlvPbaa6xYsYLu3buze/duBg4cWKbNQdiXWlNCcfTRjd955x1WrFjBd999R506dahbty7Ozs788ccf2jonT5602/P94YcfOHnyJK1btyYkJISff/6Z8ePH89///tehzhOgWbNmODk5MWLECACio6Np3rw5p06dcqjvcEJCAmfOnKF79+4AdOzYkaCgIA4cOOBwnymUfw1ymOuTvjVu1atHjx5lGr1iYmL0DchK3n33XdW+fXt16dKlMstHjx5dpmGzcePGdtWwWZ7L21Ac8Tz79Omj1qxZo5RS6sSJE6pu3boqNTXVob7Df/zxh/Ly8lK//fabUkqpY8eOKX9/f3Xq1CmH+Uz/2ihf3ufnCJ9trUooR44cUZ07d1atW7dWMTEx6sCBA3qHVGWnT59WgGrRooWKjIxUkZGR6pZbblFKWf7D9unTR7Vq1Uq1adNGbdq0SedorefyhOKI53n8+HHVs2dPFRERodq1a6e+/vprpZTjfYeXLl2qnWNERIT64osvlFL2/5mOHz9eNWnSRBmNRlW/fn3VsmVLpVT5n58jfLYy9IoQQgirqDVtKEIIIWxLEooQQgirkIQihBDCKiShCCGEsApJKEIIIaxCEooQQgirkIQiaoyoqCiioqJo06YNRqNRe37//ffz0ksv8cUXX9j0+Hl5eXTo0IHs7GwAtm7dSpcuXbSYbr31Vs6dO2fTGC5nMBjIyMi4oW0+//xzBg8efMPHysnJwWAw3PB2l3v22WdZunRplfYh7JuM5SVqjNIxnE6ePElUVFS1j+n0/vvvM2jQILy9vSkpKeHuu+9mw4YNtG/fHoDExEQ8PT2rNSZ78txzz9G1a1fuv/9+jEaj3uEIHUgJRdiFMWPG8N577wEwffp07rvvPu666y5CQ0O58847OXToEHFxcYSGhjJs2DDMZjMA2dnZjBs3jltuuYV27doxfvx4ioqKrnqM+fPnM3z4cG27rKysMiPehoWF4eXlBVhGPu7YsSNRUVF07NiRHTt2aOuFhIQwbdo0YmNjadq0KfPmzWPhwoV06dKFkJAQvvzyS21dg8HAtGnTiI6OJjQ09JqlsGPHjnHHHXfQsWNH2rVrx/vvv3/d92zLli1EREQwadIkIiMjCQ8PZ8+ePWXOt3Xr1kRHRzNr1qwy2+7evZvbbruNDh06EB0dzbJlywD417/+xcCBA1FKUVhYSExMjBZz/fr1admyJd9///11YxMOSuc79YW4QnJysvL19S2zbPTo0WrWrFlKKaVefvll1bx5c3Xp0iVlNptV9+7dVadOnVRWVpYqLi5WkZGRavXq1UoppcaNG6cWLVqklLLMMfHII4+ot95664pjpqSkqLp165ZZ9uSTTyovLy/Vv39/9corr6jExETttbS0NO3fO3bsUGFhYdrz4OBg9dRTTymlLONTubu7q1dffVUpZRmXKjAwUFsXUNOmTVNKWYZb8ff3V8nJydpr6enpqqSkRMXExKjDhw8rpZTKzc1Vbdu2Vbt27briPBYuXKgGDRqklFJq8+bNymg0qp9//lkppdRHH32k+vbtq5RS6uDBg6pBgwbqzJkzSimlnn/+eVV6OUhPT1dRUVHaa+fPn1dNmzZVqampymw2q379+qm3335bTZo0SY0fP77M8f/5z3+qZ5555oq4RO0gVV7CLvXt2xd/f38A2rdvj5ubG97e3oBldN5jx44BsHLlSnbs2MHMmTMByM/Pv2p1TGpqKg0aNCiz7L333uPpp59m8+bNbNy4kejoaOLj4+natSv79u3jX//6FxcvXsTZ2ZnExETy8/Px8PAA4P777wegVatWuLu7c++99wLQoUMHLl26REZGBn5+fgCMHTsWgBYtWtC9e3e2bdtGSEiIFkdiYiK//vorDzzwgLYsOzub3377jY4dO5b7PrVq1YpOnToB0KVLF9555x0ANm3aRP/+/WnUqBEAEydO5PXXXwdg+/btnDhxgv79+5fZV2JiIk2aNGHJkiVER0fj7+/Pzp07y6zTsGFDfvvtt3JjEo5LEoqwS+7u7tq/jUbjFc8vHwZ8+fLlhIaGlru/OnXqUFBQcMXy4OBgxowZw5gxY/D09OS///0vt9xyC0OGDGHz5s107NiRrKwsfH19KSws1BLKteIzGAwYDAYtvqv5a+O4UoqAgIBKtSld630p75hKKcLDw9m+fftV1z116hRms5ns7Gxyc3PLHKOgoEB7D0TtI20owqENHjyYN998U7uQpqenk5SUdMV6YWFhpKWlaROT5eTk8N1336H+HDs1Pz+fw4cP07JlSwoKCigqKtLmqpg7d26VYly4cCFg6Yzwww8/0K1btyti8/Hx0dYDSEpK4tKlS5U+5m233ca6deu0OUfmzZunvRYbG0tycjIbNmzQliUkJFBUVERWVhYPPPAAixcvZsKECYwaNUp7jwAOHz5MZGRkpeMS9k0SinBos2bNwsPDg6ioKNq1a0fv3r05efLkFeu5u7vTt29fNm3aBFh+pc+bN4+wsDAiIyOJiYkhJiaGxx57DB8fH1577TVuueUWYmJicHV1rVKMJpOJ6Oho+vbty5w5c8pUdwE4OzuzevVqVqxYQbt27QgPD+eRRx6p0qycERERTJ8+nW7duhEdHY2bm5v2mr+/P2vWrGHGjBlERkbSpk0bpk6ditls5pFHHmHEiBH06tWLv/3tbxgMBt566y3A8p5t3LiRu+++u9JxCfsmw9cL8addu3bxyiuvsHr16mo7psFgID09XWtPsWfr1q1jyZIlLFmyRO9QhE6khCLEn0rbRkpvbBQ3JjMzUyutiNpJSihCCCGsQkooQgghrEISihBCCKuQhCKEEMIqJKEIIYSwCkkoQgghrEISihBCCKv4P4bUrvdwb2KdAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 400x280 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(\"Bearing1_4\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[INFO    13:50:43]  [DataLoader]  -> Loading data entity: Bearing1_5\n",
      "[INFO    13:50:50]  [DataLoader]  ✓ Successfully loaded: Bearing1_5\n"
     ]
    },
    {
     "data": {
      "image/png": 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6dObPn8/p06eZPn06J06coHbt2kybNk27T2JiIqNHj2bTpk3UqVOHuLg4fH19CQgIwNHRsbyKW4iqRxJKxSttDeJx+PDDD2nZsiUhISEFlu/YsYNjx44BYG9vT9++fdmxY4c2oQQHBxfoqtqlSxdsbGwA8PX1xdTUFAsLCwB8fHyIiIgAIDo6miFDhnD16lWMjIyIj48nOjqaJk2aFBlj69atmT17NhMnTuSZZ56ha9euRW67cuVKli1bRkZGBhkZGdSqVQuAXbt20bVrV21tZdSoUXzwwQcAHDhwgIsXL9KtW7cCxwoPD5eEIkRZKKmhVEkuLi4MHjyYGTNmFLvdP99zMDc3L/DZzOx/fc0NDQ0Lfb73rGXQoEF88skn9O/fH4CaNWuWOBxNmzZtCA0NZceOHaxdu5b33nuPEydOFNruzz//5Ouvv+bgwYPY29uzfv163n///RKvRymFh4cHBw4cKDYOIUTJGjVqBNl3gYtgIA/lq5ypU6eyfPlyrl+/rl327LPP8v333wP5zzDWrl3Lc88998jnSkhIoEGDBkB+U1ZCQkKJ+0RHR2Nubs4LL7zAN998w4ULF0hJScHS0pK7d+8WOLaFhQW2trZkZWWxYMEC7bqOHTuydetWYmNjAQp0RggICCA6OpodO3Zol4WGhpKVlfXI1ytEVbN+/XrWr5j19yfpNlzl1KpVi9dee40bN25ol3399decO3eOZs2a0bFjR959911atWr1yOf66quv6N+/Pz4+Ppw4cQJnZ+cS99mzZw9+fn54e3sTEBDA559/jpWVFZ07dyYzM5PmzZsTEhJC165dcXd3x93dnXbt2uHt7a09RrNmzZg6dSpPP/00vr6+ZGRkYGVlBYCNjQ0bN25k5syZeHl50bRpUyZPnkxeXt4jX68QVVJebv5/ddzkpVGV/LVfJyenQjM25ubmcuHCBdzc3DA01G0BV2XJycna5zpfffUVW7ZsYfPmzTqOquzkvhL66Ntvv4XkaF5x/hJ8voSnJpTpOA/6Ln1Y8gxFVJjJkyezf/9+srOzqVu3boEmMSFE+Zg3bx7kpvHK++i8hiIJRVSYb7/9VtchCFE13GtnkjflhRBCPJq/M4r08hJCCFEupIYihBDi0dxr89LtV7o8QxFCiEqsS5cukBINxEgNpapwcXHB3d0dLy8vXF1d6dWr1xPxpnhiYiKffPJJgWUjR45k9+7dFX7uPXv2sGXLlgo/jxD6bPbs2cyeNiL/gySUquPnn3/m5MmTREZGMnz4cLp3786hQ4d0HVaxShou/0EJZeHChXTs2LEiwwIkoQihpfTjxcaq0eS1NwhSKmb4eswbQfuHH3yyb9++HD58mC+++IJVq1aRnZ3Ne++9x65du8jKysLNzY0FCxZgY2PDjRs3GD58OFevXsXJyYmaNWvSpEkTpk+fXux+wcHBmJqaEhkZyZUrV/D09OSnn37CxMSkxP0MDAyIjIwkNjaW8+fPFzlMfUhICMnJyXh7e2NkZMTRo0fp0KEDb7zxBr179y5xWP5hw4axfft2bt68yYgRI5g6dWqhsoqIiCA4OJiUlBTy8vLo1asX/fv3Z/78+eTm5rJnzx769u3LlClT6NGjB3fu3CE9PR0vLy++//57atSoAcC0adNYsWIFNjY2BAYGsnz5ci5dugTkz3r34Ycfkp6ejqGhIZ9++uljSYpCPKo333wTkiOY3QmdJxSpoehQq1atOHPmDACff/45NWrU4PDhw4SGhmqHLgF47bXXaNOmDWfPnuWHH34oMMtjcftB/hhZv//+O+fOnePWrVusWbOmVPsdO3aMjRs3cv78eSB/mPqjR48SFhZGu3btmD59OgDz58/HwsKC0NBQjh49Wuga7w3Lf+rUKXbt2sWMGTP466+/tOsTExM5ePAgR44c4fPPP+fatWuFjjF37lx69uzJyZMnOXXqFBMmTMDb25uQkBCGDBlCaGgo77//PoaGhqxcuZKjR49y+vRprKys+OabbwDYuHEja9as4cSJExw+fLjAeS5evMj06dPZtGkTx44dY+XKlQwePJjMzMyH+n0KoQvbtm1j276T+R903G24atRQylCDeBzuH/Vm3bp13L17V/uFn5WVhYuLCwA7d+7kiy++AKB27dr07NmzVPsB9OnTRzuZV8uWLYmKiirVfgMGDNAOmwJFD1NfkpKG5R88eDCQP75Zw4YNiY6OLjSE/TPPPMO///1vUlJSaN++Pc8+++wDz6WUYvbs2WzcuJGcnBzu3r1LQECAtgzvv6YRI0Zon/Ns2bKFyMhInnnmGe2xDAwMiImJoXHjxqW6TiF0S4avr/KOHDmCp6cnkP9l+M033+T32CjBP4eCL26/ooa1L2m/+4fLf5hh6h8m9uLiu1+/fv0ICAhg+/btzJ07lzlz5rBp06ZC261cuZJdu3axd+9eLC0t+frrr9m1a1eJcSileO6551i5cmWZrkkI/SGjDVdJv/32G9999x0TJ04EoHfv3syePZu0tDQA0tLStM1hnTp1YunSpQDcunWLDRs2aI9T3H7FeZj9ihum3tLSkvT09CKHni+PYfkjIiJwcHBg2LBhfPbZZ9omswcNp1+rVi0sLS1JTk7Wlhnkl+GaNWtISUlBKcXixYu16wIDA9mxYwdhYWHaZYcPH36oGIXQLamhVDkDBw7EzMyM1NRUmjZtyqZNm7RD1L/99ttkZmbSqlUr7V/Pb7/9Nh4eHnz11VcMHz6cpk2bUrduXVq1aoW1tXWJ+xXnYfbr2rUry5cvx93dHVtbW5599lntM4iaNWsybNgwmjdvjrm5eaHnKF9//TVjx46lWbNmKKXKNCz/6tWrWb58OSYmJuTl5TF//nwgvzlv2bJleHt707dvX15//XV+++033N3dsbOzo127dly+fBmAnj17cujQIby9vbG2tqZ9+/baMnR1dWXlypWMGTOGtLQ0srKy8PHxkRqLqDz0ZCwvVAUbP368ql+/vgLUiRMnitxu4cKFytXVVTVs2FCNHDlSZWVller4jo6OhZbl5OSos2fPqpycnLKGrVfS0tJUdna2UkqpuLg45erqqv766y8dR1X5JCUlKaWUysvLU2+++aYKCQl5qP2ftPtKPBnmzp2r5k4brNQKlLq2pczHedB36cOq8Cav/v378+eff1K/fv0it4mOjua9997jjz/+IDIyklu3bvF///d/FR1apREREUGLFi3w8vKibdu2jBs3rlwm36pqhg0bho+PD02bNiUmJoYPP/xQ1yEJ8cheeeUVXhnyd4eSJ72X1/09Z4qyevVqgoKCqF27NgAhISHMnDmTV155paLDqxSaN29OaGiorsOo9H799VddhyBExdCTFxv14qF8TExMgRqMi4sLMTExD9x21qxZODk5aX9SUlIeV5hCCKF3goKCCAr57u9P0svroUyYMIGrV69qf+7v3iqEEFVNVFQUUTFx+R+khgLOzs7a3jgAly5dwtnZWYcRCSFEZaIf3Yb1IqH069eP9evXc/PmTZRSzJ8/n0GDBuk6LCGEqFye9IQyZswYnJycuHr1KoGBgbi6ugL5Q5yvX58/JErDhg35z3/+w9NPP42rqyt2dnbaAQSFEEKUpIpMAbxgwQKuXr1KTk4Ot27dIjIyEsgf4jwoKEi73ahRo/LbAqOiWLRoEcbGxhUd2mOVk5PDf/7zH5o0aYKnpyfe3t6MHj2axMRE9uzZg7e3t65DLFfdu3cnPDy8xO3WrVtXYLBIIcQjkDflq4YRI0YQHx/PwYMHsbGxQSnF6tWriY+P13VoFeJBY209yLp16/D29tYOFimEeDizZs2C6BXAMp0nFL14hvI4eHh4PPDnXo0pMjKyyG3u2bp1a5HrihMZGcmqVatYsmQJNjY2QP7ghAMGDKBhw4ZAfg1m3LhxeHl54eHhoR3CJCcnh8DAQFq0aIGHhweDBw8mNTUVyJ9gytPT84H7QX7t0M3NDV9fXz788MMCAyIeOXKETp060aJFC3x8fFi1atUDYw8ODuZf//oXAQEBuLm5MXz4cNLT0wGIjY2lb9++NGvWDE9PzwJjfLm4uGjfnenQoQOTJk2iXbt2NGrUiJCQECA/6axfv57PP/8cb29vFi5cWKryFEL8T2BgIIEBDf/+JN2Gn3jHjx+ncePGxQ75fv78eYYPH87JkycZP3487777LkCxc3wUt9/p06eZPn06+/bt4/jx4wVG8U1MTGT06NGsWLGCo0ePsn37diZOnPjAuUgADh06xNatWzl37hzx8fHMnj0bKHmuk/tFRUWxe/duTp8+zdatWzl48CDdu3cnKCiIf//734SGhjJy5MiHK1ghRD49ebGxyjR5lTQCr6ura4nbBAYGlmok37JwdXXVDqfSpk0b7fwnqpg5Porbb9euXXTt2lU7+sCoUaP44IMPADhw4AAXL16kW7duBWIIDw8vNBcJwAsvvFBgHpGvv/6aKVOmlDjXyf0GDhyIkZERRkZGeHt7ExUVRZs2bcpeYEIIIL/1hYxYznyIJJSqwNfXl4iICO7cuYOtre0DtylqXpCS5vgozXwiUHj+Dw8PDw4cOFCm6/nnnCYlLX+YOIUQZVFFenmJ/FpEv379GDFiBImJiUD+l/qaNWu4ePFisfsWN8dHcTp27MjWrVuJjY0FYNGiRdp1AQEBREdHs2PHDu2y0NDQIuc0Wb16NSkpKeTm5rJkyRLtjInlMdfJP+c0EUI8AnkoXzUsXrwYLy8vWrVqhYeHB02bNmXbtm3UrFmz2P2GDRtGWloa7u7udOvWjXbt2pXqfPfmiH/66afx9fUlIyMDKysrAGxsbNi4cSMzZ87Ey8uLpk2bMnnyZPLy8h54LH9/fwIDA3nqqaewtrbmjTfeAPLnOjl37hzNmjWjY8eOZZrr5KWXXuKXX37Bx8dHHsoLUWb68aa8Rqn7JjavhO69NHm/3NxcLly4gJubG4aGOp5wRoeSk5O1zz6++uortmzZwubNmx/qGMHBwXh7e2uTSFUm95XQRx4eHpB+kzMz4qHPdahWp0zHedB36cOSZyhPsMmTJ7N//36ys7OpW7dugW69Qognyb16gW4bnSShPMG+/fbbRz5GaZ/ZCCF047fffoOT70Pmjzpv8noiE8q93kaVvDVP6Jl791NxvdmEeNxcXV3hjjlEofNeXk9kQjEwMMDY2FjbTVe+AMSjUkpx584djI2NMTCQvixCf0RGRkJMAq4gNZSK4uzsTExMzBM7VpZ4/IyNjWWeHqF3evXqBenXODMDSSgVxcTEBFdXV/Ly8qTpSzwyjUYjNROhv+59xUlCqVjyJSCEqDLkxUYhhBCPRj+6DUtCEUKIJ4VGEooQQohHovKTiY57tEpCEUKISuzMmTOcWdpR589PQBKKEEJUfipXEooQQohHs3XrVrYevqkXCeWJ7zYshBBPsgkTJkDqZc58rvuEIjUUIYR4Iuj+61z3EQghhHhESucDQ4IkFCGEeDLowTMUSShCCFHZKaUXCUUeygshRCXWqFEjiL0uCUUIIcSjWb9+PWzxh8zbug5FmryEEKLSU3now9e57iMQQghRZt9++y3f/n5LL5q8JKEIIUQlNm/ePOZtjKt83YYzMzMrKg4hhBBlpSe9vEqVUMLCwvD09MzvTQAcO3aMt956q0IDE0II8RAqS0J57bXXmD9/PnZ2dgD4+vqycePGCg1MCCFEaVWiGkpKSgpt27bVftZoNJiYmFRYUEIIIR6SHiSUUr2HYmRkRHZ2Npq/ZwO7cuUKhoa6D14IIaq6Ll26QNQV9KGPVakiePXVV+nduze3b99m6tSptGvXTp6hCCGEHpg9ezazX7asPDWUoUOH0rBhQ3777TeysrJYvnx5gSaw4kRERDB8+HDi4uKwsrJi6dKleHh4FNgmLy+PSZMmsWXLFoyMjLC1teX777/H1dX14a9ICCGqGpWrF92GSz30SkBAAAEBAQ99gjFjxjB69GiCg4NZvXo1wcHBHDlypMA269evZ//+/Zw8eRJjY2NmzJjBlClT+OWXXx76fEIIUZW8+eabEHGX2W9UkoTSsWNH7fOT++3atavY/WJjYzl69Cjbtm0DoF+/frz66qtERkYWqH1oNBoyMzPJyMjAyMiIpKQknJycHuY6hBCiStq2bRskZVWeJq9JkyZp/52RkcHKlStxc3Mrcb8rV65Qp04djIzyT6PRaHB2diYmJqZAQnn++efZvXs3tWvXxsLCAkdHR/bu3fvAY86aNYtZs2ZpP6ekpJTmEoQQ4gmmH92GS5VQevToUeBzr1696NSpU7kFcfToUU6fPs21a9ewtLRk8uTJhISEsHz58kLbTpgwIX8O5b9JTUYIIdCLhFKmfma5ublcv369xO3q1avHjRs3yMnJAUApRUxMDM7OzgW2++GHH+jUqRPW1tYYGBgwfPhwdu/eXZbQhBCiClLoQ7fhUtVQ+vTpo32GkpubS1hYGN27dy9xP3t7e3x9fVm+fDnBwcGsWbMGJyenQr23GjZsyKZNm5g0aRImJiZs2LABT0/PMlyOEEJUQQq9qKGUKqH07t37fzsYGTFlyhRatWpVqhMsWLCA4OBgZs6ciaWlJUuWLAFg5MiRBAUFERQUxCuvvMK5c+fw8vLC2NiY2rVrM3/+/Ie/GiGEqGLGjRsHR1/Ti27DGqWU0nUQj8LJyYmrV6/qOgwhhNCdlQZQrw+0W1PmQ5THd2mxNZT7H34/yP29rYQQQuiAUlSKXl5WVlaPKw4hhBBlEBQUBNdh/dd6nlCmTZv2uOIQQghRBlEXo+Au+l9Dud/hw4cJDQ0lIyNDu+y1116rkKCEEEI8rErSbXjmzJmsXr2amJgY2rdvz/bt2+ncubMkFCGE0LV7/ar0oJdXqVLaypUrOXDgAE5OTqxZs4YjR45gYKD7bCiEEOJvetDkVaqsYGZmhpmZGXl5eSilcHd3JyoqqqJjE0IIUaK/ayh6kFBK1eRVrVo1srOz8fb2ZtKkSTg5OZGbm1vRsQkhhCjBrE//A/sH6UVCKVUN5bvvviMrK4svv/ySpKQk9u/fz7Jlyyo6NiGEECUIfLY9gc3Ri4RSqhpKnTp1qFGjBjVq1OD777+v6JiEEEKUlsr7+x+6f65dqgjc3NwYMGAAmzZtIi8vr+QdhBBCPBYefh3weAu9qKGUKqHExMTQo0cPPvvsM+rXr88777zDhQsXKjo2IYQQpVVZug3XqFGD4OBg9uzZw759+7hz5w5PPfVURccmhBCiRJWslxdAdnY269evZ/HixRw5coSxY8dWZFxCCCEeRmVJKOPHj2fVqlX4+Pjw8ssv8+uvv2JiYlLRsQkhhChRJauh1KlTh6NHj8r87UIIoa8qS0KZMmVKRcchhBCiDH5bPgf2Po8+dBsu9TMUIYQQ+se1gSOEU3l6eQkhhNBPkVGXiLxJ5WnyEkIIoZ96vTQRUuBMN90nlFLVUK5cuULPnj3x9vYGIDQ0lNmzZ1dkXEIIIUpFf3p5lSqhjBkzhkGDBqH+nsjF09OTxYsXV2hgQgghHkJlSSixsbEMHTpUO6mWkZERRkbSWiaEEDr3dwWl0iQUIyMjbe0EICEhocBnIYQQunKvyUv3faxKFcGAAQMYM2YMSUlJLFy4kOeee46RI0dWdGxCCCFKSw9qKKVqt5o4cSI//vgjd+/eZdu2bUyYMIHBgwdXdGxCCCFKcGb3fNjTrXIklNzcXAIDA9mxYwcvvvji44hJCCFEaam/p2PXg4RSYpOXoaEhaWlpMrGWEELooa27j7A1DL1IKKVq8vL396dnz54MHToUc3Nz7fKgoKAKC0wIIUTJJnywGNLgTEglSShhYWEABeaT12g0klCEEELn9OfFxlIllN27d1d0HEIIIR6FHnQbLlVC2bdv3wOXP/PMM+UajBBCiIdVyWooEydO1P47IyOD8PBwPD09OX78eIUFJoQQ4iFUloRy5MiRAp8PHz7M0qVLKyIeIYQQD6GRsx0kXNOLhFKmRreWLVty8ODB8o5FCCHEQ1q/YDzrJ6IXCeWhenlB/ouOhw4dIjs7u8KCEkIIUUp69GJjqRJKr169/reDkRGNGzfmv//9b4UFJYQQonS+XbYLLsMrnSpJL6/o6OgynyAiIoLhw4cTFxeHlZUVS5cuxcPDo9B2p06dYvz48dy6dQuAjz76iL59+5b5vEIIURXMW7kH0uEVPaihlCql9e7du1TLHmTMmDGMHj2aCxcu8PbbbxMcHFxom7S0NHr16sWMGTM4d+4cp0+fpl27dqU6vhBCCPSiyatUCSUmJqbQsqioqBL3i42N5ejRowwdOhSAfv36ceXKFSIjIwtst3LlSlq3bk3btm2B/PHD7OzsShOaEEJUbUp/3kMpNqEsWLAAHx8fwsPD8fX11f40atSIBg0alHjwK1euUKdOHe3sjhqNBmdn50IJ6uzZs5iammrnrR82bBi3b99+4DFnzZqFk5OT9iclJaW01yqEEE8uPUgoxT5D6dq1K+7u7owdO5bZs2drl1taWtK8efNyCyInJ4cdO3bw119/UbduXaZMmcLYsWNZvXp1oW0nTJjAhAkTtJ+dnJzKLQ4hhKh89KeGUmxCqV+/PvXr1+fcuXNlOni9evW4ceMGOTk52mmEY2JicHZ2LrCds7MzHTt2xNHREYChQ4cSGBhYpnMKIURV0iWgMdyO1f+Eck96ejrffPMNoaGhZGRkaJevXbu22P3s7e3x9fVl+fLlBAcHs2bNGpycnHB1dS2w3QsvvMCiRYtISkrC0tKSTZs24eXlVYbLEUKIqmX2W90gbL9eDA5ZqghGjRrFpUuXOHDgAB07duTy5cvUr1+/VCdYsGABCxYswM3NjU8++YQlS5YAMHLkSNavXw/k11CmTJlCQEAAzZs3Z9euXcyfP7+MlySEEFWIHr3YqFHqXheBojVr1oxTp07RvHlzwsLCSE5OpkePHkWOQvw4OTk5cfXqVV2HIYQQOvHmS60h7hCzfzoDVk3LfJzy+C4tVZNXtWrV8jc2MiI1NRULC4sie2EJIYR4fLYdiIJM9KKGUqqEUrNmTRISEujevTuBgYHUqlVLelcJIYQ+qSwJZePGjRgaGvLhhx+ycuVKEhISGDZsWEXHJoQQokSVpNvwPYaGhty4cYPw8HCGDBlCdnY2pXj0IoQQ4nHRg4RSql5eq1evpnXr1tpxuM6ePVvqsbyEEEJUpHs1lErSbfjjjz/m+PHj2NjYAODl5cXly5crNDAhhBAlG9evGeOeRS9qKKVu8rK1tS2wzMTEpEICEkIIUXqvDPCAiL16kVBKVUOxsLDg1q1baDQaAHbu3EnNmjUrNDAhhBCloEcvNpaqhvLJJ5/QrVs3Ll68SNu2bYmOjmbjxo0VHZsQQogSBE3cDGmwvr+eJ5QzZ87g4eGBv78/u3fv5sCBAyilCAgIwNra+jGFKIQQoihR15IgC72ooRTb5PXSSy8B0LZtW6ysrOjWrRvdu3eXZCKEEHqjkryHkpGRwc8//8z169e1AzneLygoqMICE0IIUQr3XgnUg27DxSaUTz75hPnz53P79u0CE2xB/uyLklCEEELXKkkNJSgoiKCgIF5//XW++uqrxxWTEEKIh6XvCeUeSSZCCKGfZr3aDG7rxwRbpUooQggh9FOgvx1c033tBEr5YqMQQgg9pXL1orkLpIYihBCVmsfw3ZCbzZlBuo5EaihCCFGp5ak8AL2YUkQSihBCVGJZuZnkKaUda1GXpMlLCCEqsSRlgIEe1E5AEooQQlRqd3PB0EA/phORJi8hhKjEclQORgb6UTfQjyiEEEI8tLTsNNRARecmnXUdCiA1FCGEqLTi0uLAFho2aqjrUABJKEIIUWndTr0Nd8AgXj++yvUjCiGEEA/tdtpt+AlWTl2p61AASShCCFFpxaXFAWCk0Y/H4ZJQhBCikrqdehsAQwP9GMtLEooQQlRS92ooklCEEEI8kttp+TUUfXkPRRKKEEJUUtoaip4MXy8JRQghKqnbabex+7cdZ86c0XUogCQUIYSotOLS4qhVvZauw9CShCKEEJXU7dTbGF40ZOvWrboOBZCEIoQQlVJuXi7x6fFc/uUyEyZM0HU4gCQUIYSolOLT41EovXmpER5DQomIiCAgIAA3Nzf8/f2LfXiklKJTp05YW1tXdFhCCFGp6ds7KPAYEsqYMWMYPXo0Fy5c4O233yY4OLjIbWfPnk2jRo0qOiQhhKj09O0dFKjghBIbG8vRo0cZOnQoAP369ePKlStERkYW2vbMmTOsW7eOyZMnV2RIQgjxRNAOu6In76BABSeUK1euUKdOHYyM8jOoRqPB2dmZmJiYAttlZ2czatQoFixYgKFh8YUza9YsnJyctD8pKSkVFr8QQuir83HnAWjQsIHetOzoxUP5//znP/Tt25ennnqqxG0nTJjA1atXtT/m5uaPIUIhhNAvp2JPAbB542bWr1+v42jyVWjjW7169bhx4wY5OTkYGRmhlCImJgZnZ+cC2+3du5eYmBjmzp1LTk4OSUlJuLi4cOTIEezs7CoyRCGEqJTCboXRyKYR5ib680d1hdZQ7O3t8fX1Zfny5QCsWbMGJycnXF1dC2z3xx9/cPnyZS5dusSff/6JpaUlly5dqtBksubsGlovbM2tlFsVdg4hhKgIGTkZXLhzgeYOzfn222/59ttvdR0S8BiavBYsWMCCBQtwc3Pjk08+YcmSJQCMHDlSp9W0lKwUDl07xLaobWXa/0byDb4+9DV30u6Uc2RCCFG8c7fPkatyaWbfjHnz5jFv3jxdhwRUcJMXgLu7OwcPHiy0fOHChQ/c3sXFhcTExAqOCro06gLA1qitvOT1Uqn3U0ox6+Aspu2ZRmp2KotOLGLnsJ16NZ6OEOLJFnYrDIDmDs1ZzWodR/M/evFQXhfqWNShuUNztkVtI0/llWqfrNwshq8bzqTtk6hjUYcQvxDCboXRdnFb9l7aS3hcOLuid5Gbl1vB0QshqrL7E4o+0Z83YnSga6OufHbgM07cOIFfXb8Stx/9+2iWhS2jp1tPfuz3I+Ym5rjXcuftHW/T4b8dtNt52Hkwt/tcOrh0KOpQQghRZqdiT1HduDoNbRrqOpQCqmwNBSDQNRDIb/YCOHztMEtDl6KUKrTtDyd/4L8n/0v3xt1ZN3CdtmfFG63f4My4M4zyHcXrrV5nYpuJRCVE0WVZF347/9vjuxghRJVxKvYUHnYeejXsClTxGsrT9Z6munF15h2Zx43kG3x39DtyVS6e9p60qNtCu92N5BuM2ziOuhZ1+W/v/xb6JbrWdOX/nv8/7eeXvV+m0w+d6L+qPzM7zeT11q9jYmjy2K5LCPHkyszJ5GbKTW0LSJcuXXQb0H2qdA3F1MiUTzp/wt3Mu8w9Mpc6FnUAWBq6tMB2cw/PJTU7lW+6fVOqh+8e9h7sHr4bZytn3trxFi5zXHhu2XMsObHkgbUfIYQorVup+a861K5RG8gfA3H27Nm6DEmrSicUgPGtxnNz4k12D9/NuVfO4WHnwcpTK8nMyQQgLTuNBccW0MimEb3ce5X6uE3tmnJm3BlmdJyBXQ079sfs51/r/0Wfn/uQnJlc6uMcvHKQj//4mNSs1Ie+NiHEk+dmyk0A7R/A+qTKJxSAGiY16ODSAXMTc4K9g0nISOD3C78DsOzkMu6k3+H1Vq8/dHulmZEZ7z7zLidDTnJ94nVe9HyR38J/44XVL5Cenc7u6N1cSrxEeFw4fX7uw+ubXycjJwOAU7dOEfRjEAGLA5iyawpdlnchMSOxvC9dCFHJ3Ei+AUBt8/wayptvvsmbb76py5C0qvQzlAcZ2nwo7+x8hxHrR/DLmV/49fyvWJtZ87LPy490XGsza1b0XUEN4xosPLEQ289sSc9JB8BAY6Dturzt4jasTK04fO0wCkX/pv2xr27PvKPz6PjfjmwZsgUHc4dHvk4hROV0r4ZyL6Fs21a2l7MrgiSUf6htXps1L6xh4raJrDq7Cv+6/szrMa9cxsvRaDTM6zGPO+l3OHP7DC96vkjM3Rhupd7inbbvsCt6Fx/98RFWplY87/487z/zPn51/VBK4WjpyLu73qXdknYMaDqAelb1GNJsCBamFuVw1UKIykLb5GWuf01eGlXJnxI7OTlx9erVcj9uTl4OkfGRuNm6YaB5fC2DuXm5RTatzTsyj/Gbx2trM9Zm1rR1bot9dXt86/jSrXE3veuXLoQoXyEbQlhwbAGxk2Kxq2GHh4cHQLGz4ZZGeXyXSg2lCEYGRjSp1eSxn7e45zTj/Mcx0GMgd9LvsPfSXr469BVbI7eSnZfN4tDFmG03Y07gHNrUa0M1o2o0tm38GCMXQjwON1NuYqgxxLa6ra5DKUQSSiVjW90W2+q2uNm6McpvFEop4tLi+DPmT97c+iYhG0O0237d9WvGtxqvw2iFEOXtZspNHMwdHmvLSWlJQqnkNBoNdjXs6PNUHzq4dGD2X7PRoOGXs7/w2pbX2BK1BRcrFyITIsnKzcK3ti8jfEfQ1K6prkMXQpTBjZQbBZ6fjBs3TofRFCTPUJ5Qt1NvM3D1QPZe3kueysPMyAxjA2OSs5IxNjDmFf9XMDIwwtDAEEcLR5KzkqlVvRYve7+MsaGxrsMXQjyAUgqzj8x4ruFzbBi8oVyPLc9QRJHsatixa/gusnKziE2NpY55HTQaDQeuHGDMhjHMOTTngfstPL6Qxb0W42nv+XgDFkKUKDEjkazcLG2XYX0jCeUJZ2JogpOlk/ZzW+e2nBhzgrBbYdSsVpPs3GyuJ1/HwtSC1WdX89n+z2j+XXP6Ne1HPct6GGoMMTUyZWjzoTrppCCE+J8bKfkvNd7f5BUUFASgF/PKS0KpgkwMTQoMfuleyx2AFnVb0L9pf6bsnMLqswUn7fniwBdMaDOBZvbNiE2NJToxGv+6/rRyaoWVqRW1qtdCo9FoxyrTaDSP74KEqCL++VIjQFRUlK7CKUQSiiigRd0WbHtpG7GpsWTkZJCn8riYcJFxG8fx8Z8fF7lfc4fmtK3XljXn1vCU3VNsGryJ9Jx0bqfe1iYsIcSjeVBC0SeSUMQD2dew1/7bxdqFkyEnOXztMDdTbmJTzQZnK2f+jPmT83HniU2N5dfzvxJ2KwzbarbsubSHriu6cib2DIkZifzc/2fi0uL4/vj3uNm6Uce8DslZyTS0aYinvSd21e2oVb0WxobGHLl2RHuOHo17YGVmVWKs26K2kZGTwfNuz0vNSDzR7o3jpY8DQ4IkFFFKpkamtKvfrsAyN1s37b/nZs0lOiGapnZNGfrrUH46/ZM2UfRf1R8AcxNzjt04Vupzeth58H/P/x+f/PkJsamxNLNvRmJmIsYGxvRv2p/mDs1ZdWYVU3ZNAaCnW0++6/FdgWdGQjxJztzOfxteX2so0m1YlLvMnExWn11Nl0ZdiEuLo8fKHvjW8eX7579HobibcRdzE3Mu3LlA+J1w7qTdIS4tjtTsVHxq+9DQpiF7Lu3hg30faI9Zs1pN4tPj0aBBUfCWbWbfDE97T348/SMWJhZMbjuZJrWacPb2Wf66+hcpWSk0tGnI5LaTtUnwxI0THL9xnGrG1ejp1hMLEwuOXD+CBg1utm6lqhkJ8ThtithEj5U98K/rz18j/9K+2KhPQ69IQhEVTilVpqao+UfnsyR0CTM7zaRTg07EpsZiU82G2NRY1p5by7Wka1Q3rs4brd/AysyKjRc2MnbjWK4kXdEew8TQBHMTc+LT4zHQGPBuu3d5ut7T9PyxJzl5OQDYVrPF2cqZEzdPaPdzqOGAbXVbTAxNmNVlFh0bdHz0ghDiIeXk5XAx4SJrz63l0/2fokHD8THHcbF20W6zdWv+FOaBgYGPdC5JKEhCEQWlZqWy/8p+bqXcwtnKmTb12mBiaMKBKwcYv3k8x28cR4MGKzMr/q/n/xGXFsfHf35MbGos//L5F44WjlyIv0B4XDh3M+9yOfEylqaWnBp7CrsadsWeOycvh8uJl4lPj8e3jm+p589RSnEn/U6pZgMVT46E9AS2Rm2lvlV9fOr4YGZkBvzvD7DFJxbz6qZXtdNc2NewZ1mfZXRpVDFT/kpCQRKKKL207DT+9du/2BSxiY2DN2qfCeXk5ZCTl6P9H/p+K8JWMPTXofRo3IOV/VZiaWpJYkYipoamXL57mYNXDhJQL4BclUvQj0FEJeR34Wzr3JZxLcax59IeapvXxru2NxHxEZyOPU1UQhT+df3p37Q/Leq2YNTvo1gRtoLlfZczuNlgAI7fOM6i44uoblydlo4tCXIPIicvh8SMRMxNzLE0tSQ7L5t9l/dhY2aDX10/bcy5ebkYaAykg4KeCY8L54sDX5Cclcwo31G8uvlVzsedB6CuRV0mtJ7AsrBlRMRHEOQexM+nf6aeVT1eaPoCbeq1oadbT0wMTSosPkkoSEIRDy87N7vUw8sopRj661BWnlpJzWo1MTcxJ+ZuTIFtDDQGmBmZkZWbRYhfCOk56Sw6sajIY1qaWpKUmQTkz+qZkZOBgcaAGsY1CA0JJS07jXZL2hWYobOaUTXtX6r39jPUGJKanT81dEeXjszpOoecvBy6r+hONeNqDGg6gDdav0F4XDiTd06mvlV92jm342bKTZ6p/wyBrv9rIolLi+OLA19w+NphRvmOwsXahX2X9+FX148OLh0wMihb/51LiZeIio+ig0uHh57x9EmQnZtNyIYQNkZs1M4Ff7+p7aZiZGDE14e/Jj49HhNDE1ysXbhw5wLOVs7sC95Hfev6xZ5DnqGUI0kooqLl5OXww8kf+HT/pxhoDGjp2JI8lYeNmQ3+df1Zfmo5oTdDWdl3JZ0bdgbgj8t/cDr2NIGugcSmxnL29lka12yMp70n1mbWnLh5gjVn1/D7hd/p3KAzXV270m1FN6obVwcgKzeLtQPX4mbrxm/nf2NT5CZqm9fGvro9qdmp3Ei5QWpWKl0adSH8TjgrwlYUSGz2Ney5knSFakbVyMzNxNjAmKzcrAIdGsa2GEtqdiqHrh4iMj6SXJVbYPbQe2yr2dKnSR+Gew/n6XpPF6j53Ey5yc6LO9l9aTcArjVdaVyzMXfS77D23Fq2RW1DoWjt1Jqvun6Fp70n03ZP42LiRRYFLcLazLqCf3sFRSdEY2FqUaB5MSs3q9i//JVSHLx6kMPXDtPSsSUtHVuWKsEqpRj1+ygWnViEp70nLeq2YKTPSEwMTfjoj4/o91Q/XvJ6CchP6MvDlvO82/M0sGnAnkt7eKrWU6XqHiwJpRxJQhH6oKwdD+638PhCloctJy07jXfavkOfp/qUet9j148xbN0wLideZv2L6+no0pENFzYwdfdUNGj4uf/PmJuYc/b2WazMrBi/eTyHrx0G8pOAp70ngzwG0alBJ7498i1ZuVl0dOnIgSsHWH1uNadjTwPgbuuubW5LyUohMj6yyJiMDIzo0bgHdS3qsuDYAvJUHhYmFiRnJQPgX9cf/7r+HLp2iJ5uPUnOTOanMz/hX9efgR4DMTY01tYmOzXoRM1qNQscPz07nS8PfsnC4wvxsPfghaYv8JLXS6Rnp7P38l7SstPIzMkkMzeTrNwstl/cztpzazExNOFFzxeZ0m4KR64dYdTvo2hTrw0zOs7AvoY9W6O2sjFiI3XN66LRaNhzaQ8R8RHa8zayacTnz32Og7kDxgbGtKjbgpSsFLZFbSMxI5FmDs1o6diSj//4mCm7ptDVtSu/v/h7mWt5JZGEUo4koQiRLycvh9Ss1EJdnh+U7DJzMvkj5g+a1GpSqvd2zsSeYd6Refx+4XcAjA2NMTU0xa+uH882eJbODTtjZmRGZHwkkfGRmBia8FzD57CpZgNA2K0wvjvyHXsv7yXYO5ikzCQ++uMjAGoY19A23dWzrMfVpKuFuoYbGxjTyqkVjhaOXE26SkR8BHfS7pCrcqltXpu4tDhy8nJo5diKy3cva98o/6cg9yDi0+P5M+ZPDDWG5KpcbMxsSMxILHDOe+vuxdS7SW8CGwWy/8p+vjn8DSlZKdptfev4cinxEvHp8QBo0DC0+VCWhS2juUNz/nj5DyxNLUss47KShFKOJKEIUfkopVgfvp7a5rXxq+vHruhdGBkY0dGlI9GJ0Ry6eghDA0OMDIyIT49n9dnVHLl+hPj0eGzMbGhSqwn2Nezp6NKRsf5jSctO471d7zH3yFzsa9gzqc0knK2cMTUyxcTQRDtI6r0BTvfH7GfanmnkqlxW9l3J9eTrrD23loycDDzsPRjoMZDU7FSyc7NxtHQsEPv15Ot8f+x7qhtXJyohiqWhS/MfqreZgJOlE1N2TuFc3DnqWtTl0MhDFf6irSSUciQJRYiqIzMnExNDkyKbF6Pio6htXpsaJjUea0z35hYCuJtxl1kHZzHIcxBP2T1V4eeXhFKOJKEIIaqyyMj851iurq6PdByZYEsIIaq4R00k5Un/ZrkXQghRapGRkdpaiq5JDUUIISqxXr16AY/+DKU8SA1FCCFEuZCEIoQQolxIQhFCCFEuJKEIIYQoF5JQhBBClItK/2KjqakpdnbFT3xUlJSUFMzNzcs5ovKl7zFKfI9O32PU9/hA/2OsDPGlp6eTmZn5SMep9N2GH6UAKsNb9voeo8T36PQ9Rn2PD/Q/xsoQX2Ji4iMfR5q8hBBClAtJKEIIIcpFlU4oEyZM0HUIJdL3GCW+R6fvMep7fKD/MVaV+Cr9Q3khhBD6oUrXUIQQQpQfSShCCCHKRZVNKBEREQQEBODm5oa/v7/OR+rMyMigd+/euLm54eXlxXPPPacdkrpDhw40aNAAb29vvL29mT17tk5idHFxwd3dXRvHzz//DOhHWd65c0cbl7e3N25ubhgZGREfH6+z8nvttddwcXFBo9EQGhqqXV5ceT3usnxQjMXdi/B478eiyrCoexH0owyLux/h8ZZhcb/P2NhYunbtSuPGjfH09GTfvn3a/YpbVyRVRXXs2FEtWbJEKaXUqlWrVIsWLXQaT3p6utq4caPKy8tTSin1zTffqPbt2yullGrfvr369ddfdRfc3+rXr69OnDhRaLm+laVSSn3++eeqZ8+eSindld/evXvVlStXCpVbceX1uMvyQTEWdy8q9XjLs6gyLOpeVEo/yvCf7r8flXq8ZVjc7/Pll19W06ZNU0opdfjwYeXo6KiysrJKXFeUKplQbt26pSwsLFR2drZSSqm8vDzl4OCgIiIidBzZ/xw5ckTVr19fKaXfCUVfy7JJkybaMtN1+d1fbsWVly7Lsrgvw/vvRaV0U56lTSj6Wob3349K6faevP/3WaNGDXXjxg3tOn9/f7V9+/YS1xWlSjZ5XblyhTp16mBklD9QgEajwdnZmZiYGB1H9j9fffWVduIcgMmTJ9OsWTMGDhzIxYsXdRbXsGHDaNasGSNGjOD27dt6WZYHDhwgISGBnj17apfpS/kVV176WJZQ+F4E/SjPf96LoJ//bz/ofgTdleG93+edO3fIzs6mdu3a2nUuLi7ExMQUu644VTKh6LuZM2cSGRnJxx9/DMCyZcs4f/48YWFhtGvXrtCN+bjs27ePsLAwjh8/Tq1atRg+fLhO4ijJokWLGDZsmPZLRV/KrzL6570I+lGeleVehML3I+iuDB/0+yxX5V+h0n/62kyjVH5bq5+fn0pISChyG1NTUxUXF/f4gnqA69evK3Nzc70ry+TkZGVubq7OnTtX5DaPu/wqa5NXae5FpR5PeRbXnHTvXlRK/5q8SnM/KvV4yvBBv8/q1asX2axV3LqiVMkair29Pb6+vixfvhyANWvW4OTkhKurq07jmjVrFj/++CPbt2/H2toagJycHG7duqXdZs2aNTg4OGBra/tYY0tNTS0weNyPP/6Ij4+P3pXlzz//jJeXF02aNAH0p/zuKa689KksH3Qvgn6UZ1H3Iujf/9v/vB9BN2VY1O9zwIABzJ8/H4AjR45w7do12rdvX+K6IpVvDqw8zp8/r1q3bq0aN26s/Pz8VFhYmE7juXLligJUw4YNlZeXl/Ly8lItW7ZUKSkpys/PT3l6eqrmzZurTp06qdDQ0MceX1RUlPL29lbNmjVTnp6eKigoSEVHRyul9Kss27RpoxYvXqz9rMvyGz16tHJ0dFSGhobK3t5eNWrUSClVfHk97rJ8UIxF3YtKPf7yfFB8xd2LSulHGd7zz/tRqcdfhsX9Pm/evKmee+455erqqpo2bap27dql3a+4dUWRoVeEEEKUiyrZ5CWEEKL8SUIRQghRLiShCCGEKBeSUIQQQpQLSShCCCHKhSQUIYQQ5UISitCpe8N3N23aFENDQ+3ngQMH8v7777NixYoKPX9aWhotWrQgOTkZgL1799KmTRttTE8//XSBl9AqmkajKfDSXmksXbqU3r17P/S5UlJS0Gg0D73f/SZNmsTKlSsf6RjiyWFU8iZCVJx780dcunQJb2/vAnNePA5z586lV69eWFhYkJOTQ58+fdixYwe+vr4AhIeHU6NGjccaU2Xy1ltv0bZtWwYOHIihoaGuwxE6JjUUobeCg4OZM2cOANOnT+eFF17g+eefx83NjZ49e3L69GkCAwNxc3PjxRdfJC8vD4Dk5GRGjRpFy5Ytad68OaNHjyYrK+uB51iwYAGDBw/W7peUlFRghFV3d3fMzc2B/OEr/P398fb2xt/fn4MHD2q3c3FxYerUqQQEBFCvXj3mz5/PkiVLaNOmDS4uLvz000/abTUaDVOnTsXHxwc3N7cia2ERERH06NEDf39/mjdvzty5c0sssz179uDp6cm4cePw8vLCw8ODo0ePFrjexo0b4+PjU2hSpyNHjtCpUydatGiBj48Pq1atAuCjjz4iKCgIpRSZmZn4+flpY7a3t6dRo0Zs27atxNhEFVAxL/sL8XCio6OVlZVVgWXDhw9Xs2fPVkopNW3aNNWgQQMVHx+v8vLy1DPPPKNatWqlkpKSVHZ2tvLy8lIbNmxQSik1atQo9d///lcplT844IgRI9Rnn31W6JwxMTHK1ta2wLLXX39dmZubq27duqkPPvhAhYeHa9fFxsZq/33w4EHl7u6u/Vy/fn31xhtvKKWUioiIUGZmZurDDz9USuVPTlSrVi3ttoCaOnWqUip/SBsbGxvt0CGASkhIUDk5OcrPz087qGBqaqpq1qyZOnz4cKHrWLJkierVq5dSSqndu3crQ0ND9ddffymllPruu+9Uly5dlFJKnTp1Sjk4OKjr168rpZR655131L2vgISEBOXt7a1dd/v2bVWvXj119epVlZeXp7p27ao+//xzNW7cODV69OgC5//Pf/6jJk6cWCguUfVIk5eoNLp06YKNjQ0Avr6+mJqaYmFhAYCPjw8REREArFu3joMHDzJr1iwA0tPTH9gcc/XqVRwcHAosmzNnDm+++Sa7d+9m586d+Pj4sHXrVtq2bcuJEyf46KOPuHPnDkZGRoSHh5Oenk61atUAGDhwIACurq6YmZnRv39/AFq0aEF8fDyJiYnagflGjhwJQMOGDXnmmWfYt28fLi4u2jjCw8M5c+YMgwYN0i5LTk7m7Nmz+Pv7F1tOrq6utGrVCoA2bdrwxRdfALBr1y66detGnTp1ABg7dqx2GPMDBw5w8eJFunXrVuBY4eHhODo6snz5cnx8fLCxseHQoUMFtqlduzZnz54tNiZRNUhCEZWGmZmZ9t+GhoaFPufk5ACglGLNmjW4ubkVe7zq1auTkZFRaHn9+vUJDg4mODiYGjVq8Msvv9CyZUv69u3L7t278ff3JykpCSsrKzIzM7UJpaj4NBoNGo1GG9+D/PPhuFKKmjVrlumZUlHlUtw5lVJ4eHhw4MCBB257+fJl8vLySE5OJjU1tcA5MjIytGUgqjZ5hiKeOL179+bTTz/VfpEmJCQQGRlZaDt3d3diY2NJT08H8ns9bd68GfX3eKnp6emcO3eORo0akZGRQVZWFs7OzgB88803jxTjkiVLgPzOCH/88Qft2rUrFJulpaV2O4DIyEji4+PLfM5OnTqxZcsWbt68CaAdmhwgICCA6OhoduzYoV0WGhpKVlYWSUlJDBo0iGXLlhESEsKwYcO0ZQRw7tw5vLy8yhyXeHJIQhFPnNmzZ1OtWjW8vb1p3rw5nTt35tKlS4W2MzMzo0uXLuzatQvI/yt9/vz5uLu74+XlhZ+fH35+frzyyitYWloyY8YMWrZsiZ+fHyYmJo8UY25uLj4+PnTp0oWvv/66QHMXgJGRERs2bGDt2rU0b94cDw8PRowYoU1+ZeHp6cn06dNp164dPj4+mJqaatfZ2NiwceNGZs6ciZeXF02bNmXy5Mnk5eUxYsQIhgwZQseOHfn3v/+NRqPhs88+A/LLbOfOnfTp06fMcYknhwxfL6q0w4cP88EHH7Bhw4bHdk6NRkNCQkKBiY4qqy1btrB8+XLthFaiapMaiqjS7j0bufdio3g4d+/e1dZWhJAaihBCiHIhNRQhhBDlQhKKEEKIciEJRQghRLmQhCKEEKJcSEIRQghRLiShCCGEKBf/D3JLiFtjnbm+AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 400x280 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(\"Bearing1_5\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[INFO    13:50:50]  [DataLoader]  -> Loading data entity: Bearing1_6\n",
      "[INFO    13:50:57]  [DataLoader]  ✓ Successfully loaded: Bearing1_6\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x280 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(\"Bearing1_6\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[INFO    13:50:57]  [DataLoader]  -> Loading data entity: Bearing1_7\n",
      "[INFO    13:51:04]  [DataLoader]  ✓ Successfully loaded: Bearing1_7\n"
     ]
    },
    {
     "data": {
      "image/png": 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ExDBkyBDu3r2LSqXCy8uL//znP3z66afEx8fj4eFBmzZtWLx4MUOGDCE4OJi0tDTq1avH0qVLNcNqlyxZwnfffYepqSn9+vXj008/1fQ/nDp1ig8//JCEhAQyMzOZNm1arrXThRClKDUm66cWaygvRELRFe7u7nTu3Jl58+bx8ccf53jt3XffxcXFhY0bNxIdHY2Xlxfu7u60adMGgIcPH3LixAlUKhUzZszg9OnTnDlzhurVq9OpUydGjhzJ7t27qVKlCi1atGD79u306tULX19f3njjDVQqFbdu3aJNmzaEh4djbGycb5yrV6+mQYMG7Nq1C4DY2Fhq1KjBF198waZNm3I0k82fP18z2/Ps2bOZMWMGixcv5tKlS8yYMYOgoCBsbGz47LPPNMc8evSI0aNHs23bNurUqcODBw9o3rw53t7e2NrallZxCyGelvLfhCI1lJIpag2iLHz55Ze0atWKsWPH5ti+Z88ezpw5A0Dt2rXp378/e/bs0SSUgICAHPc+dOvWDUtLSwCaN2+OsbExZmZmAHh6ehISEgJAWFgYQ4YMISoqCgMDA2JjYwkLC6Nx48b5xtimTRvmzZvHpEmT6NChA927d8933zVr1rBq1SpSUlJISUmhZs2aAOzbt4/u3btraiujRo3iiy++AODYsWPcvHmTHj165DhXcHCwJBQhtCW7hmIiNZRKw8HBgcGDBzNz5swC93v2xjlTU9Mcz01MTDS/6+vr53qe3dcyaNAgZs+ezYABAwCoUaNGodPRtG3blnPnzrFnzx42btzIJ598QlBQUK79jhw5wvfff8/x48epXbs2gYGBfPrpp4W+H0VRcHV15dixYwXGIYR4fo6O+QwLTonO+imd8pXL9OnTWb16NXfu3NFse/nll/nll1+ArD6MjRs38sorr5T4WnFxcTRo0ADIasqKi4sr9JiwsDBMTU157bXXWLhwIdevXycxMRFzc3Pi4+NznNvMzAwrKyvS0tJYsmSJ5rXOnTuzc+dOoqOzPsRPD0bw9vYmLCyMPXv2aLadO3eOtLS0Er9fIV50gYGBBAbm0SqTqv0mL0ko5aBmzZpMmDCBu3fvarZ9//33XL16laZNm9K5c2c+/vhjWrduXeJrLViwgAEDBuDp6UlQUBD29vaFHnPgwAG8vLzw8PDA29ubOXPmYGFhQdeuXUlNTaVZs2aMHTuW7t274+LigouLC+3bt8+xGmfTpk2ZPn067dq1o3nz5qSkpGBhYQGApaUlW7duZdasWbi7u9OkSROmTp2KWq0u8fsVQuQjRfud8pVy6pXsKTJk6pXy9fjxY02/zoIFC9ixYwfbt28v56iKTz5XoiL48ccfAXj77bdzvvDPW3BzBQxMAEOzYp+/oKlXpA9FaM3UqVM5evQo6enp1K1bN0eTmBBCOxYtWgTkkVBSYkDPOGsuLy2RhCK0JvsvJSGEDkiJzhrhpcWZsqUPRQghXgSpMWCsvQ55kIQihBAvhtQYrd6DApJQhBCi8suex0vLNRTpQxFCiEqkW7duuTeWwV3yIDWUMuPg4ICLiwvu7u44OTnh7+9fKe4Uf/ToEbNnz86xbeTIkezfv1/r1z5w4AA7duzQ+nWEqEjmzZvHvHnzcm4sg7vkQRJKmfrjjz84f/48oaGhDB8+nJ49e3LixInyDqtAhU2Xn1dC+fXXX+ncubM2wwIkoQhRZGUwMSSUQZPXhAkTCAwMJDw8nKCgoBx3Uz/t4sWLvPvuu9y/fx+Ar776iv79+5dOEAf9IFE709dj6ggdn3/yyf79+3Py5Em+/fZb1q1bR3p6Op988gn79u0jLS0NZ2dnlixZgqWlJXfv3mX48OFERUVhZ2dHjRo1aNy4MTNmzCjwuICAAIyNjQkNDSUyMhI3NzfWrl2LkZFRocfp6ekRGhpKdHQ0165dy3ea+rFjx/L48WM8PDwwMDDg9OnTdOrUiffff5++ffsWOi3/sGHD2L17N/fu3WPEiBFMnz49V1mFhIQQEBBAYmIiarUaf39/BgwYwOLFi8nMzOTAgQP079+fadOm0atXLx4+fEhycjLu7u788ssvVKtWDYDPPvuM3377DUtLS3x9fVm9ejW3bt0Csla5+/LLL0lOTkZfX5///Oc/ZZIUhShtH3zwAUDOWkoZTF0PZVBDGTBgAEeOHKF+/fr57pOUlIS/vz8zZ87k6tWrXLp0ifbt22s7tHLXunVrLl++DMCcOXOoVq0aJ0+e5Ny5c5qpSyArKbdt25YrV66wcuXKHKs8FnQcZM2R9ffff3P16lXu37/Phg0binTcmTNn2Lp1K9euXQOypqk/ffo0Fy5coH379syYMQOAxYsXY2Zmxrlz5zh9+nSu95g9Lf/FixfZt28fM2fO5J9//tG8/ujRI44fP86pU6eYM2cOt2/fznWOH374gd69e3P+/HkuXrzIxIkT8fDwYOzYsQwZMoRz587x6aefoq+vz5o1azh9+jSXLl3CwsKChQsXArB161Y2bNhAUFAQJ0+ezHGdmzdvMmPGDLZt28aZM2dYs2YNgwcPJjU19bn+PYXQBbt27dIsPaGR3eSl5T4UrddQOnToUOg+a9asoU2bNvj4+ABZs+Vmr7FRKopRgygLT896s2nTJuLj4zVf+GlpaTg4OACwd+9evv32WwBsbGzo3bt3kY4D6Nevn2Yxr1atWnHjxo0iHTdw4EDNtCmQ/zT1hSlsWv7BgwcDWfObNWzYkLCwsFxT2Hfo0IF///vfJCYm0rFjR15++eU8r6UoCvPmzWPr1q1kZGQQHx+Pt7e3pgyffk8jRozQ9PPs2LGD0NDQHJ9VPT09IiIiaNSoUZHepxA6rQwmhgQdGeV15coVjI2N6d27N1FRUTRr1ozvvvsuz6Qyd+5c5s6dq3memJhYlqGWqlOnTuHm5gZkfRkuXLgw7xEaz3h2KviCjstvWvvCjnt6uvznmab+eWIvKL6nvfrqq3h7e7N7925++OEH5s+fz7Zt23Ltt2bNGvbt28fBgwcxNzfn+++/Z9++fYXGoSgKr7zyCmvWrCnWexJC56U+yPppXLQ/BItLJzrlMzIy2LNnD0uWLCEoKAhbW1vGjRuX574TJ04kKipK83h2nZCKYvPmzfz0009MmjQJgL59+zJv3jySkpKArGbA7OawLl26sGLFCgDu37/Pli1bNOcp6LiCPM9xBU1Tb25uTnJycr5Tz5fGtPwhISFYW1szbNgwvvnmG02TWV7T6desWRNzc3MeP36sKTPIKsMNGzaQmJiIoigsW7ZM85qvry979uzhwoULmm0nT558rhiF0Gnp8aDSA4PiTwpZFDpRQ7G3t6dz586apo6hQ4fi6+tbzlGVvtdffx0TExOePHlCkyZN2LZtm2aK+g8//JDU1FRat26t+ev5ww8/xNXVlQULFjB8+HCaNGlC3bp1ad26NdWrVy/0uII8z3Hdu3dn9erVuLi4YGVlxcsvv6zpg6hRowbDhg2jWbNmmJqa5upH+f777xk3bhxNmzZFUZRiTcu/fv16Vq9ejZGREWq1msWLFwNZzXmrVq3Cw8OD/v37895777F582ZcXFyoVasW7du3Jzw8HIDevXtz4sQJPDw8qF69Oh07dtSUoZOTE2vWrGHMmDEkJSWRlpaGp6en1FhE5ZEWDwbmWp3HC8pw+noHBwc2bdqU5yiviIgIfH19OXHiBObm5syZM4cDBw6wdevWQs/7Ikxfn5ycjKGhIQYGBjx8+JA2bdqwevXqUlkv5UWSPZ2+oihMmjSJ5ORkfvrppyIfX9k+V6JyynP6+h2tIOU+9A0v8fnLdfr6MWPGsHXrVu7du4evry9mZmaEhoYycuRI/Pz88PPzw97enmnTpuHt7Y2enh62trb8/PPP2g6twggJCWHYsGEoikJaWhrjx4+XZFIMw4YN49atW6SkpODq6qqp6QhRmeSath6ymrwMzbV+bVlgS4giks+VqLA21gEzR3jlSIlPVVANRSc65YUQQpSO7JafHNL/24eiZTrRKS+EEKJ0ZN9rpqFOh8xkMLLQ+rWlhiKEEJVZekLWzzLoQ5GEIoQQlZkmoUgNRQghREmk//fmX6mhVB4ZGRl8/vnnNG7cGDc3Nzw8PBg9ejSPHj3iwIED+c7CXFH17NmT4ODgQvfbtGlTjskihRClrAybvKRTvoyMGDGC2NhYjh8/jqWlJYqisH79emJjY8s7NK3Ia66tvGTf7Jo9WaQQomSenusQkCYvbXB1dc3zERoaCkBoaGi++2TbuXNnvq8VJDQ0lHXr1rF8+XIsLS2BrMkJBw4cSMOGDYGsGsz48eNxd3fH1dVVM4VJRkYGvr6+tGjRAldXVwYPHsyTJ0+ArAWm3Nzc8jwOYMmSJTg7O9O8eXO+/PLLHBMinjp1ii5dutCiRQs8PT1Zt25dnrEHBATwr3/9C29vb5ydnRk+fDjJyckAREdH079/f5o2bYqbm1uOOb4cHBw4d+4cAJ06dWLy5Mm0b98eR0dHxo4dC2QlncDAQObMmYOHhwe//vprkcpTCJE/X1/fnFNXpUmTV6Vy9uxZGjVqVOCU79euXWP48OGcP3+ed999l48//higwDU+Cjru0qVLzJgxg0OHDnH27Nkcs/g+evSI0aNH89tvv3H69Gl2797NpEmT8lyLBODEiRPs3LmTq1evEhsbq1m4p7C1Tp5248YN9u/fz6VLl9i5cyfHjx+nZ8+e+Pn58e9//5tz584xcuTI5ytYIUThMsquhvLCNHkVNgOvk5NTofv4+voWaSbf4nByctJMp9K2bVvN+icFrfFR0HH79u2je/fu2NjYADBq1Ci++OILAI4dO8bNmzfp0aNHjhiCg4NzrUUC8Nprr+VYR+T7779n2rRpha518rTXX38dAwMDDAwM8PDw4MaNG7Rt27b4BSaEyFN2y4nmu6oMaygvTEIpT82bNyckJISHDx9iZWWV5z75rQtS2BofRVlPBHKv/+Hq6sqxY8eK9X6eXdOksO3PE6cQopRJH0rl4uTkxKuvvsqIESN49OgRkPWlvmHDBm7evFngsQWt8VGQzp07s3PnTqKjs5b+XLp0qeY1b29vwsLC2LNnj2bbuXPn8l3TZP369SQmJpKZmcny5cs1KyaWxlonz65pIoQoZTJsuPJZtmwZ7u7utG7dGldXV5o0acKuXbuoUaNGgccNGzaMpKQkXFxc6NGjB+3bty/S9bLXiG/Xrh3NmzcnJSUFC4usv1AsLS3ZunUrs2bNwt3dnSZNmjB16lTUanWe52rZsiW+vr689NJLVK9enffffx/IWuvk6tWrNG3alM6dOxdrrZM333yTP//8E09PT+mUF0IbynDYsMw2XIllr/8BsGDBAnbs2MH27duf6xwBAQF4eHhoksiLTD5XoiLI1Ydy0A/u7oDXU0tlga1yXQ9FlJ+pU6dy9OhR0tPTqVu3bo5hvUKIF0R6QlbtRMurNYIklEote+W2kihqn40QQjds3rw554b0+DLpkIdKmlCyRxtV8NY8oWOyP08FjWYTorw5OTnl3JBdQykDlTKh6OnpYWhoqBmmK18AoqQUReHhw4cYGhqipydjWYTuyp79Q5NY0uOhar0yubbWE8qECRMIDAwkPDycoKCgAidBVBSFrl27cvbsWc3w2uKyt7cnIiKi0s6VJcqeoaEh9vb25R2GEAXy9/cH/tspryiVq4YyYMAApkyZgo+PT6H7zps3D0dHR86ePVvi6xoZGeHk5IRarZamL1FiKpVKaiai4slMyVqxsbL0oXTo0KFI+12+fJlNmzaxfPnyfCcqLA75EhBCvLDK8B4U0JE+lPT0dEaNGsXSpUtlfL8QQpSWMrxLHnTkTvnPP/+c/v3789JLLxW679y5c7Gzs9M8EhMTyyBCIYSogMpwHi/QkYRy8OBBFi5ciIODAz4+PiQkJODg4EBMTEyufSdOnEhUVJTmYWpqWg4RCyFEBVDGNRSdaPI6fPiw5vdbt27h4eHBrVu3yi8gIYSooHIssVHZaihjxozRzP3i6+urGRs9cuRIAgMDtX15IYR4cVW2Tvn85o/Kb2ZZBweHEt+DIoQQL6qdO3cCWQsCVrqEIoQQouxMnDgR+G/Tlzo1a6O+cZlcWyc65YUQQmiBOj3rp55hmVxOEooQQlRW2QlFJQlFCCFESaj/u6y3nlGZXE4SihBCVFZl3OQlnfJCCFGJODo6/u+JJBQhhBDFleP+Pk2Tl/ShCCGEKAklu4YifShCCCGe048//siPP/6Y9USGDQshhCiuRYsWsWjRoqwnujxsODU1VVtxCCGEKG26OGz4woULuLm5aUYPnDlzhilTpmg1MCGEECWkTgdUoFc2CxcWKaFMmDCBxYsXU6tWLQCaN2/O1q1btRqYEEKIElKnl1n/CRQxoSQmJuLj46N5rlKpMDIqmyqUEEKIYlLKNqEU6T4UAwMD0tPTUalUAERGRsra70IIoYO6dev2vyfqtDLrP4EiJpR33nmHvn37EhMTw/Tp01m9ejXffPONtmMTQgjxnObNm/e/J2Xc5FWkhDJ06FAaNmzI5s2bSUtLY/Xq1TmawIQQQuggdXqZDRmG55h6xdvbG29vb23GIoQQooQ++OAD4L81FXWa7tVQOnfurOk/edq+fftKPSAhhBDFt2vXrv89UafrXh/K5MmTNb+npKSwZs0anJ2di3SBCRMmEBgYSHh4OEFBQXh4eOTaZ9++fUydOpXExERUKhW9evVi9uzZ6OnJjfxCCFFsujjKq1evXjme+/v706VLlyJdYMCAAUyZMqXAPhdLS0vWrl1Lw4YNSUlJ4eWXX2blypUEBAQU6RpCCCHyoE4HwypldrliTV+fmZnJnTt3irRvhw4dCt3H09NT87uJiQkeHh7cunWrOKEJIYTIpovDhvv166fpQ8nMzOTChQv07NlTKwHdu3eP9evXs2XLljxfnzt3LnPnztU8T0xM1EocQghR4enisOG+ffv+7wADA6ZNm0br1q1LPZiEhAT69OnDlClTaNGiRZ77TJw4kYkTJ2qe29nZlXocQghRUY0fP/5/T3Rx2PDw4cO1HQePHz+me/fu+Pv750gYQgghiu7tt9/+3xNdqqEU9sX+dNNTSSQmJtK9e3e6d+/O9OnTS+WcQgjxwivjPpQCx+VaWFgU+CiKMWPGYGdnR1RUFL6+vjg5OQEwcuRIzdrHCxYs4OTJk2zcuBEPDw88PDz46quvSvjWhBDixePn54efn1/WkzIeNqxSFEUps6tpQXayEkIIAa6urgBcvngB1hqA/UDw+bPUzl/Qd26Rhw2fPHmSc+fOkZKSotk2YcKEkkcnhBCi9CnZ68nr2LDhWbNmsX79eiIiIujYsSO7d++ma9euklCEEEJXZa8nr2sLbK1Zs4Zjx45hZ2fHhg0bOHXqlEyLIoQQuiw7oZThsOEiZQUTExNMTExQq9UoioKLiws3btzQdmxCCCGKqxxqKEVq8qpSpQrp6el4eHgwefJk7OzsyMzM1HZsQgghnpPmdg51WtZPXRk2nO2nn34iLS2N7777joSEBI4ePcqqVau0HZsQQojn5Ovri6+v71Od8jpWQ6lTpw7VqlWjWrVq/PLLL9qOSQghREnpaqe8s7MzAwcOZNu2bajVam3HJIQQophcXV2z7kXR1U75iIgIevXqxTfffEP9+vX56KOPuH79urZjE0IIUVzZfSj6OtaHUq1aNQICAjhw4ACHDh3i4cOHvPTSS9qOTQghRHGVQw2lyHfKp6enExgYyLJlyzh16hTjxo3TZlxCCCFKQleHDb/77rusW7cOT09P3nrrLf766y+MjMquGiWEEOI5lcOw4SKP8jp9+rQsZiWEEBWFrtZQpk2bpu04hBBClILNmzdn/aJcy/qpawlFCCFExZC95hSRF7N+6mKnvBBCCN0XGhoKgJNh2Q8bloQihBCViL+/PwCXt3yUtUHXbmyMjIykd+/eeHh4AHDu3DnmzZunzbiEEEKUhK5OvTJmzBgGDRpE9mrBbm5uLFu2TKuBCSGEKAHNsGEdSyjR0dEMHTpUs6iWgYEBBgZFay2bMGECDg4OqFQqzp07l+9+S5cupVGjRjg6OjJq1CjS09OLdH4hhBB5UJf9EsBFSigGBgaa2glAXFxcjucFGTBgAEeOHKF+/fr57hMWFsYnn3zC4cOHCQ0N5f79+/z8889FOr8QQog8lMP09UVKKAMHDmTMmDEkJCTw66+/8sorrzBy5MgiXaBDhw6F3hC5fv16/Pz8sLGxQaVSMXbsWH7//fcinV8IIUQedHW24UmTJtG5c2datGjBrl27mDhxIu+8806pBREREZGjBuPg4EBERESe+86dOxc7OzvNIzExsdTiEEKIiu7y5ctcvny5XGYbLrQjJDMzE19fX/bs2cMbb7xRFjEVaOLEiUycOFHzXKaDEUKIPOjibMP6+vokJSWhVqs1nfKlzd7enhs3bmie37p1C3t7e61cSwghKrOdO3cC4Guto3N5tWzZkt69ezN06FBMTU012/38/EoliFdffRUfHx9mzJiBtbU1ixcvZtCgQaVybiGEeJFkt+BcXt0za4OuJZQLFy4A5FhPXqVSFSmhjBkzhq1bt3Lv3j18fX0xMzMjNDSUkSNH4ufnh5+fHw0bNuTzzz+nXbt2AHTq1IkxY8YU5/0IIYQAyCz76etVSlHH/+ooOzs7oqKiyjsMIYTQCa6urgBcXtERQn6C/vfBpHapnb+g79wi1VAOHTqU5/YOHToUPyohhBDao6vroUyaNEnze0pKCsHBwbi5uXH27FmtBSaEEKIEdHXFxlOnTuV4fvLkSVasWKGNeIQQQpSAo6Nj1i+6emPjs1q1asXx48dLOxYhhBAlFBgYSGBgoO42eWWP8oKsGx1PnDghkzcKIYQuU9JBpQ8qVZldskgJJXvBFsiaKLJRo0b83//9n9aCEkIIUTw//vgjAG83SSvT/hMoYkIJCwvTdhxCCCFKwaJFiwB4e2HdMm3ugiL2ofTt27dI24QQQugIdbpuJpS8Zv59eu4tIYQQOkadXqYjvKCQJq8lS5awePFirl+/TvPmzTXb4+PjNXdjCiGE0EFqHetD6d69Oy4uLowbN4558+Zptpubm9OsWTOtByeEEKKYyqHJq8CEUr9+ferXr8/Vq1fLKh4hhBAl0K1bt6xflF26lVCyJScns3DhQs6dO0dKSopm+8aNG7UWmBBCiOenaU0KbAQGVcv02kXqlB81ahS3bt3i2LFjdO7cmfDw8BxL9gohhNAxio41eWU7f/48Fy9epFmzZrz77rsEBATQq1cvbccmhBDiOX3wwQcAzOugY6O8slWpUiVrZwMDnjx5gpmZGTExMVoNTAghxPPbtWtX1i8+OlpDqVGjBnFxcfTs2RNfX19q1qyJnZ2dtmMTQghRXLo2bDjb1q1b0dfX58svv2TNmjXExcUxbNgwbccmhBCiuHRt2HA2fX197t69S3BwMEOGDCE9PZ2irhwcEhLC8OHDefDgARYWFqxYsSLXTZFqtZrJkyezY8cODAwMsLKy4pdffsHJyen535EQQohy6ZQv0iiv9evX06ZNGwICAgC4cuVKkefyGjNmDKNHj+b69et8+OGHmnM8LTAwkKNHj3L+/HkuXLhA165dmTZtWlHfgxBCiGfp6lxeX3/9NWfPnsXS0hIAd3d3wsPDCz0uOjqa06dPM3ToUABeffVVIiMjCQ0NzbGfSqUiNTWVlJQUFEUhISFB+miEEKIYxo8fz/hxY7Ke6GIfir6+PlZWVjm2GRkVHmhkZCR16tTBwCDrMiqVCnt7eyIiInI0Z/Xp04f9+/djY2ODmZkZtra2HDx4MM9zzp07l7lz52qeJyYmFuUtCCHEC+Htt9+GjCT4870yHzZcpBqKmZkZ9+/fR/Xflb/27t1LjRo1Si2I06dPc+nSJW7fvs2dO3fo2rUrY8eOzXPfiRMnEhUVpXmYmpqWWhxCCFEplMPyv1DEGsrs2bPp0aMHN2/exMfHh7CwMLZu3VrocfXq1ePu3btkZGRgYGCAoihERERgb2+fY7+VK1fSpUsXqlevDsDw4cP/Nx+NEEKIIvPz8wN1GoGDKfMmrwJrKJcvXwagZcuW7N+/n99//51p06Zx+fJlPDw8Cj157dq1ad68OatXrwZgw4YN2NnZ5Rq91bBhQ/bt20daWhoAW7Zswc3NrTjvRwghXmg3btzgxs3/rrKrSzWUN998k7Nnz+Lj48ORI0fo0aPHc19gyZIlBAQEMGvWLMzNzVm+fDkAI0eOxM/PDz8/P95++22uXr2Ku7s7hoaG2NjYsHjx4uK9IyGEeNFl39ahSwklJSWFP/74gzt37hAYGJjrdT8/v0Iv4OLiwvHjx3Nt//XXXzW/Gxsb88svvxQlXiGEEIXSwYQye/ZsFi9eTExMTI4FtiBrxFZREooQQoiylp1QdGjYcHaT1HvvvceCBQvKKiYhhBAlkd3kpYuzDUsyEUKIimHu3LmQcB3SJ+hWk5cQQoiKxdfXF2LMYDe6OfWKEEKICkSddQuGTvWhCCGEqFhcXV0h4zGXPwMMzcr02lJDEUKIykZRZ/00NC/Ty0pCEUKIykYSihBCiFKRnVAMpMlLCCFESSiZWT+lhiKEEKJEyqnJS0Z5CSFEJbJ582YImgrpG8p8lJckFCGEqEScnJzgLhAJGJTtAoTS5CWEEJVIaGgoobfuZXXIq8r2K15qKEIIUYn4+/tDYhiX55feMu1FJTUUIYSodNRl3n8CklCEEKLyUTLLfIQXSEIRQojKR1FLQhFCCFEKFHWZ3yUPZZBQQkJC8Pb2xtnZmZYtW3L58uU897t48SKdOnXipZde4qWXXmLjxo3aDk0IISqfcrqpEcpglNeYMWMYPXo0AQEBrF+/noCAAE6dOpVjn6SkJPz9/Vm5ciU+Pj5kZmYSGxur7dCEEKLSuXx6L2yyrXxNXtHR0Zw+fZqhQ4cC8OqrrxIZGUloaGiO/dasWUObNm3w8fEBQF9fn1q1amkzNCGEqJwyHmf9rGwJJTIykjp16mBgkFURUqlU2NvbExERkWO/K1euYGxsTO/evfHw8GDYsGHExMTkec65c+diZ2eneSQmJmrzLQghRIWyc+dOdl7gxR02nJGRwZ49e1iyZAlBQUHY2toybty4PPedOHEiUVFRmoepadlOLSCEELps4vS5TFxN5auh1KtXj7t375KRkQGAoihERERgb2+fYz97e3s6d+6Mra0tKpWKoUOH8s8//2gzNCGEqJw0a6FUsoRSu3ZtmjdvzurVqwHYsGEDdnZ2WZOXPeW1117j1KlTJCQkALBt2zbc3d21GZoQQlRS2WuhlH2Tl9ZHeS1ZsoSAgABmzZqFubk5y5cvB2DkyJH4+fnh5+eHvb0906ZNw9vbGz09PWxtbfn555+1HZoQQlQ+5ThsWKUoilLmVy1FdnZ2REVFlXcYQgihE1ydrCElmssXzkCN5qV+/oK+c2W2YSGEqEQcbc0hMbpy3tgohBCi7AR+2w1CQivn1CtCCCHKUHrW4KZKN2xYCCFE2fpx3Xl+3K0H+iZlfu0XPqFEJURh9rUZay+tLe9QhBCixBb9dYNFewCVqsyv/cInlP1h+0lMS2TXjV3lHYoQQpScogaVfrlc+oVPKKfuZM18fDH6YjlHIoQQpUBRg6p8vtpf+IRy+s5pAC5HX0adfUOQEEJUVJJQykd6ZjpB94IASM5IJiwurJwjEkKIksoEpMmrzF2OuUxKRgp25naANHsJISo4dQbd3BQ6eVmVy+Vf6ISS3dw1rNkwAC5FXyrPcIQQokTmHPqMeW+C36vlM6PWC51QTt3O6pAf7jEcFSqpoQghKqzvjn3HtIOzePNJI9q8vL5cYnixE8qdU9iY2tCoRiMaWjaUGooQokL68eSPTN49GZdarlQ734UZX68plzhe2ISSkpHCxeiLtKzbEpVKhVttN64/vE5qRmp5hyaEELmkZqQyZfcU/onKufjg4tOLeWf7OzhbObN32F4O7z/Mrl3lc1/dC5tQAFb1W8W7rd4FoGntpmSoM7hw/wKQtbpkpjqzPMMTQgiN+f/MZ86xOfT7ox8Pkx6iVtRM2T2FcVvH4WjpyN5he7E2tS7XGGU9lP/aH7afLiu7YGtmy/QO01lwYgGJaYks6rmIno16cjfxLtbVrDHUNyyFqIUQoujuPr6L8w/OqFDxOO0xvRr1Ij41niMRR2hr15bNgzZTq1otAFxdXQG4fPmyVmIp6Dv3ha6hPK1zg8781v83YpJiGLd1HJHxkSSkJuC31o8qX1Wh3rx61JxTkwF/DuBG7I3yDlcIUQlde3CNnr/1JDQ2VLMtJSOFCTsmkJiWyOr+q/Fz8WNryFaORhzl7ZZvs3fYXk0yKW+yHspTBjcdTIPqDdgWso3xLcejVtRM3z+dmCcx2FvYc+7eOTZe3ciRiCP89fpfpKvTMTEwoZVtq/IOXQhRwcw9Ppf0zHQ+9PlQs232kdlsD93Ovzb/iwMBB9h7cy9jt47lZtxNejXqRR/nPrS1a8tsy9kMchtES9uW5fgOctN6k1dISAjDhw/nwYMHWFhYsGLFCk2V7FmKotC1a1fOnj3Lo0ePinT+sl4CeOPVjbyx4Q3SMtM021596VUWdF+ArbltmcUhhKi4FvyzgPd3vg/Anjf30LVhV+KS46g7ty5pmWmoFTV9nPuwNWQrVQ2r8mmHT3mvzXsY6RsVeu4ff/wRgLffflsrsZdrk9eYMWMYPXo0169f58MPPyQgICDffefNm4ejo6O2QyqR/i/1Z8+be3jL4y1md53Nqy+9yoarG2j+c3OC7gaVd3jiBXI/8X6ugSOxybHsD9vPofBD3Eu8V06RZbn16Bal/ffqn5f/5NU/XyX8UXiO7VEJUUQlRBU4kCY1I5Vbj25x9u5Z7ifezze2m3E38V7qzUd7PiIhNaFU4wfYen0rH+z8gEY1GlHFoArjt40nNSOVVRdWkZKRwoLuC6hnXo+/r/+Ni5ULQWOC+He7fxcpmUBWItFWMimMVmso0dHRODk5ERsbi4GBAYqiUKdOHY4cOYKTk1OOfS9fvsy4ceNYvnw5Xl5eOltDycv6K+sZunEoRvpGbHhtA684vlKu8YjK78eTP/Lu9ndxre3KzM4z6e7UnZO3TzJg3QCin0QDoEJF23ptebfVu7zu+jqqIqyPkZaZxsX7F2lep3mu/R+lPOKfqH94mPQQlUpF38Z9qWpYVfN6cnoyhvqGGOgZMOfoHKbsmUKvRr1Y0XcFNavWzHWtPTf38POZn2lm3YxBboNwquGUa5+nbby6kYHrBqJW1NSqWosF3RdgWcWSpUFLWX8l60Y+fZU+dc3qUs+iHvXM61GjSg3SMtO4+uAqp26fIl2drjmfVRUr3mz2JuNbjqeRVSMAHqc+xnuZt+aetNrVavPngD/p6NAxz5gS0xL5O/hv/Fz8qGZUrdDyzVRn0vjHxsQ8iSFoTBBrL61l2r5p9HDqQfDDYGKTY7kz8Q6XYy6z/sp6PvL5CAsTi0LPW5YK+s7VakI5c+YMgwcPJjg4WLOtVatWzJ49my5dumi2paen07FjR5YuXUqVKlXw8PDIN6HMnTuXuXPnap4nJiYWOflo06HwQ/j97kdiWiLfdfuOCa0nFOk/sBAFURSFj/Z+xLKgZdQ1q0sDywYY6Rvx5+U/qWdejwdJD0jOSMZY35hMJRNjfWOmtZ9GVcOqHIs8xraQbTxJf0LLui3xc/HD1syW8/fPk5KRwssNXyZDncGRiCP42Pvg7+JPvz/6sfPGTt5r/R4ft/+Y8dvGczzyOIb6hkTER+SYkbueeT1mdZ1FH+c+7Lqxi7Fbx2JpYskIzxF8vO9jzI3NiU+Nx9LEkia1muBYwxGfej4kZyQTGBzI3rC9mnOpUPF2y7cZ7jGc5UHLSVenM6r5KKoYVuFQ+CEOhR/ir2t/YWliycftP+ajvR/xJP2J5vjezr1pUL0BkQmRRMZHEpkQqUmsABbGFrSzb0djq8ZYVrEkKiGKQ+GHuPrgKnoqPQY3HUwH+w6svriaQ+GH+KrLV1hXs+aDnR+QmpnK6n6rGeg6UHO+9Mx0Tt4+yVub3yIkNgR/F382vr4Rvadm+c1QZ7Drxi42XNnA4YjDfNXlKzKVTN7Y8AafdviUzzt/TlpmGn1+76NZj+n91u8zr/u8En1m/Pz8AAgMDCzRefKj8wll+vTpVK9encmTJ3Pr1q0CE8qzdKGGki34QTB+a/24/vA6NqY2dHPshq+jL90cu+X5F5oQD5MeEv0kGqcaTnkOSZ9xYAafH/wch+oOAETGR5KpZOJVx4vtQ7aTrk5n6dmlHI08SkpGCgt7LKSpddMc5//y0JcsOrUox1/nebExteFe4j1qVa1FTFIMVQ2rkpSehLu1OyqVioaWDelUvxP1LOpxI/YGMw/P5FHKI/RUeqgVNVZVrEjOSCYpPYnqJtU5NeoUxyKPseDEAqISonJ8weur9HnN9TW+6PyF5lxHIo4UGF/zOs1Z7r+cZtbNCI0N5eCtg6Sr0/Gq45Vn53RKRgoJqQkY6Rthbmye48sespL1gVsH+PrI1+y+uVuz/V8e/+JXv19RqVScv3eeHr/14F7iPeZ3n083x278a/O/OHH7BGpFjZG+EZ42npy4fYJ3W71LZ4fO3Hl8hysxV9gUvIk7j+8AYKRvhKIo2JjaEJscS/j74VhV/d8EjvcS73Hmzhk6OXQqUk2nIOU5bFgnmrzat29PREQEKpWKjIwM7ty5g729PadOnaJWrYKHw+lSQoGsZoFZh2exLWQbl2Oy/kGrGVbj5z4/M7jpYCCr2nvtwTUa12yMvl75TDMtykZSehJfHfqK2ORYOtTvgL2FPWpFzb6wfWwP3c7J2ydRUDDUM6RxzcY0tW5KHdM66Kv0ORxxmONRx/Gq48X+4fsxMzYjQ53BvcR71DWrm+sLsrA4Lty/wJ3Hd2hm3QwDPQN23diFvkqfVrat+ObYN6y+sJoRniOY330+r/75KkcjjrKo1yKGuQ/L85wxT2L44/If7Avbh4WJBV93/ZrUjFS+OfoNbzR9Ax97nxz7Rz+J5mjEUYz0jWhfvz3mxuaa19SKml/P/krQ3SCGuQ+jqmFVlgUtw1DfkI71O9LOvh01qtQo3j9CEZy8fZI7j+/QyrYVdc3q5njt1qNbdF/dneCHwRjqGZKpZNLbuTdOlk4M9xhOoxqN6PR/nTh5+2SO4+wt7BnhOYLBTQeTlJ5E++XtSUhNYHLbyczpNkdr76XSJhSATp06ERAQQEBAAOvXr2f27NmcPn063/0rcg3lWVEJUewI3cGn+z/lbuJd2tu3x8zYjFO3TxGTFMMgt0H81v+35/piELrv7N2zbLiyATtzO5acWcL5++fz3M/c2JxXGr6Co6Ujl2Mucyn6EuHx4Tle93X05YeeP1C7Wm2tx3338V1sTG1QqVQoikJyRnKOPpIX2cOkh/T/sz8R8RGs7LuS9vXb53j9Ucoj/rr6F0b6RtSuVpvGNRtjZ26Xo9n7cPhhfjr9Ewu6L9DqfSOVOqEEBwcTEBDAw4cPMTc3Z/ny5TRt2pSRI0fi5+enae/LVpkSSrb7ifcZETiCg+EHSctMw8XKBVMjU45HHWeazzS+7PKlJJVKYtO1TQzeMJjkjGQgq2/g806fM6TZEI5HHicmKYa0zDTa2LWhrV3bXM1cj1Mf8zD5ISkZKThaOsrMDDpEURQUFJ3/v1qpE4q2VYSEkpek9CQ6rejEqTunqGJQhabWTenXuB8t67bkSfoTHC0dca2d9/06QjfceXyHX8/+SnxKPFUNq3I44jCHwg9Rq1otVvZdSaaSSV2zunjYeJR3qOIFIgmlBCpqQoGsNuU5R+dwIfoCJ6JOEJ8an+P1l2q+hEtNFwz0DIiMj8RI34iV/VZqOmhF+bgUfYnvjn/Hbxd+y9HRXcWgCt0cuzHXdy4NLRuWY4TiRbZz504AfH19tXJ+SSgVQGpGKnvD9hIWF4apkSn/RP3DpuBNRD+JRq2osTG14X7ifVxru3LsX8cwMzYr75ArrbC4MHaE7uDqg6tYVbGinkU9NlzdwO4bu1GpVJpZEjrU78CktpNwt3YnPjU+60Y1wyrlHL0Q2iUJpQJTFAW1okZfT5//HPkPU/dOxcXKhRpVamCgZ0DtarVxreVKa7vWtLZtnWMoonh+obGhtPi5Ra7aop5KL2tIp2E1alSpwfiW42UON/FCKug7VyaH1HEqlQp9VdbQ4intpnDn8R1WnF9BQmoCaZlpHIk4woarGzT7O9VworVta1rZtsLDxoObcTf54/IfNLZqzKcdP8WyimW+13qY9JD/HP0P8Snx1KhSg+Eew2lcs7HW32NZyp6a5Ozds7jVdqO7U3f2he3jYvRFOtbvyPs73ychNYFlfsvo0qALD5IeEBobio+9j8zVJioEbfehFERqKBVc9lQZJ26f4J+ofzhx+wTXH17PsU/2jWc1q9ZkWLNhuNV2469rfxEeH86qfqtoZt2M3Td2E7A5QHMjVvZxg5sOpl29dsSnxLPuyjqsqlrxRacvaG3XusgxJqYlciTiCG3s2lDdpDqR8ZGkZabhWCP3vG2pGanciLtBPfN6uZr1UjNSuXD/AnoqPWxMbZ77C/7v4L958683c9U+njWz80w+7vDxc51bCF0hnfIl8KInlLzEJsdy5s4Zzt8/j7mxOQObDOTv638zfd90IhMigaxkoafSo6phVdrVa8f20O2YGpmysMdC+jj34UrMFT7Z/wkHww9qzmthbMHjtMeoFTVDmw1lbre5BY6nT8tMY+/NvYzbOo7w+HCqGlbFtZYrp+6cAuDlhi/jU8+HlIwUUjJSuP/kPltDtmom5KtVtRaONRyxMLYgMS2RoHtBJKUnac4/pOkQ3vJ4i0Phh4h+Ek3tarUxNTLFSN8IW3Nb9FR6/HzmZ/6J+oe6ZnW5+uAqNarUYGbnmbS2a83RiKPsv7WfdvXa0cq2FTtCd6BSqfii8xc6PzRUiPxIQikBSShFpygKF+5f4GL0Rbo06ELwg2D6/tGXhNQEBjQZwDcvf0MDywY59o+Ij+BKzBUAujTowo24G0zaNYkdoTuoUaUGPvY+NKjeAA8bD5rWboq1qTWHww/zw6kfNJPxVTOslrUQUNhersRcwc8l696j9VfWk6nknB3Wq44XnR06c+/JPW7E3uBG3A2S05MxMTDBrbYbnRw6YahnyMHwg+y8sbPQ95x9J3j0k2jsLexZ5r9MRsmJSk0SSglIQimZW49uEZscS/M6zYt8jKIo/Hn5T2YcnEFobCgZ6oxc+1QxqEKXBl3wsPFghOeIHIkq2/3E+8QkxWBiYIKxvjGmRqYF9vE8a0foDk7fOU1nh8441XAiJimGJ2lPSMlIISohitjkWPwb+2NvYV/kcwpR0UlCKQFJKOUrU51JeHw4Z++eJfhBMPef3MfO3I4RniNkxJkQ5aA8E4qM8hIloq+nT0PLhnIjnxA6YvPmzeV2bUkoQghRiTy7eGFZkqEsQghRiYSGhhIaGlou15YaihBCVCL+/v5A+dzYKDUUIYQQpUISihBCiFIhCUUIIUSpkIQihBCiVEhCEUIIUSoq/J3yxsbG1KqV/wSFhUlMTMTU1LQUI9I+ibnsVMS4JeayUxHjLmnMMTExpKam5vlahU8oJVURp26RmMtORYxbYi47FTFubcYsTV5CCCFKhSQUIYQQpeKFTygTJ04s7xCem8Rcdipi3BJz2amIcWsz5he+D0UIIUTpeOFrKEIIIUqHJBQhhBCl4oVNKCEhIXh7e+Ps7EzLli3LZWbOwqSkpNC3b1+cnZ1xd3fnlVde0UxL3alTJxo0aICHhwceHh7MmzevnKP9HwcHB1xcXDSx/fHHH4Bul/nDhw818Xp4eODs7IyBgQGxsbE6VdYTJkzAwcEBlUrFuXPnNNsLKtvyLve8Yi7osw3l//nOr5zz+2xD+ZdzfnEX9NmGUi5r5QXVuXNnZfny5YqiKMq6deuUFi1alG9AeUhOTla2bt2qqNVqRVEUZeHChUrHjh0VRVGUjh07Kn/99Vf5BVeA+vXrK0FBQbm2V4QyzzZnzhyld+/eiqLoVlkfPHhQiYyMzFXGBZVteZd7XjEX9NlWlPIv8/zKOb/PtqKUfzkrSv5xP+3pz7ailG5Zv5AJ5f79+4qZmZmSnp6uKIqiqNVqxdraWgkJCSnnyAp26tQppX79+oqilP9/uILk9WGuaGXeuHFjTfnqYlk/XcYFla0ulXtBX3JPf7YVRXfKvKgJRZfKWVEKLuunP9uKUrpl/UI2eUVGRlKnTh0MDLLWF1OpVNjb2xMREVHOkRVswYIFmsVzAKZOnUrTpk15/fXXuXnzZjlGltuwYcNo2rQpI0aMICYmpkKV+bFjx4iLi6N3796abbpc1gWVbUUp92c/26C7Zf7sZxsqzndKXp9tKL2yfiETSkU0a9YsQkND+frrrwFYtWoV165d48KFC7Rv3z7XB6Q8HTp0iAsXLnD27Flq1qzJ8OHDyzuk57J06VKGDRum+XLQ5bKuDJ79bIPulnll+2xDKZd1qdRzKhhdq54WZs6cOYqXl5cSFxeX7z7GxsbKgwcPyi6oIrpz545iampaYcr88ePHiqmpqXL16tV899GFsq4sTV5F+WwrSvmVeUFNR9mfbUXRve+UvOIuymdbUUpW1i9kDaV27do0b96c1atXA7Bhwwbs7OxwcnIq58hymzt3Lr///ju7d++mevXqAGRkZHD//n3NPhs2bMDa2horK6tyivJ/njx5wqNHjzTPf//9dzw9PStMmf/xxx+4u7vTuHFjQLfLOltBZavL5Z7XZxt0t8zz+2xDxfhOefazDVoo62KloUrg2rVrSps2bZRGjRopXl5eyoULF8o7pFwiIyMVQGnYsKHi7u6uuLu7K61atVISExMVLy8vxc3NTWnWrJnSpUsX5dy5c+UdrqIoinLjxg3Fw8NDadq0qeLm5qb4+fkpYWFhiqJUjDJv27atsmzZMs1zXSvr0aNHK7a2toq+vr5Su3ZtxdHRUVGUgsu2vMs9r5jz+2wrim6UeV4xF/TZVpTyL+f84s727GdbUUq/rGXqFSGEEKXihWzyEkIIUfokoQghhCgVklCEEEKUCkkoQgghSoUkFCGEEKVCEooQQohSIQlF6JzsabSbNGmCvr6+5vnrr7/Op59+ym+//abV6yclJdGiRQseP34MwMGDB2nbtq0mpnbt2uW4GUzbVCpVjhvqimLFihX07dv3ua+VmJiISqV67uOeNnnyZNasWVOic4iKyaDwXYQoW9nrONy6dQsPD48c61GUhR9++AF/f3/MzMzIyMigX79+7Nmzh+bNmwMQHBxMtWrVyjSmimTKlCn4+Pjw+uuvo6+vX97hiDIkNRRRoQQEBDB//nwAZsyYwWuvvUafPn1wdnamd+/eXLp0CV9fX5ydnXnjjTdQq9UAPH78mFGjRtGqVSuaNWvG6NGjSUtLy/MaS5YsYfDgwZrjEhISsLGx0bzu4uKCqakpkDV9SMuWLfHw8KBly5YcP35cs5+DgwPTp0/H29ubevXqsXjxYpYvX07btm1xcHBg7dq1mn1VKhXTp0/H09MTZ2fnfGthISEh9OrVi5YtW9KsWTN++OGHQsvswIEDuLm5MX78eNzd3XF1deX06dM53m+jRo3w9PTMtbjSqVOn6NKlCy1atMDT05N169YB8NVXX+Hn54eiKKSmpuLl5aWJuXbt2jg6OrJr165CYxOVTLHvsRdCy8LCwhQLC4sc24YPH67MmzdPURRF+eyzz5QGDRoosbGxilqtVjp06KC0bt1aSUhIUNLT0xV3d3dly5YtiqIoyqhRo5T/+7//UxQla+K+ESNGKN98802ua0ZERChWVlY5tr333nuKqamp0qNHD+WLL75QgoODNa9FR0drfj9+/Lji4uKieV6/fn3l/fffVxRFUUJCQhQTExPlyy+/VBRFUU6ePKnUrFlTsy+gTJ8+XVGUrOlrLC0tNdN6AEpcXJySkZGheHl5aSb3e/LkidK0aVPl5MmTud7H8uXLFX9/f0VRFGX//v2Kvr6+8s8//yiKoig//fST0q1bN0VRFOXixYuKtbW1cufOHUVRFOWjjz5Ssr8W4uLiFA8PD81rMTExSr169ZSoqChFrVYr3bt3V+bMmaOMHz9eGT16dI7rf/7558qkSZNyxSUqN2nyEhVat27dsLS0BKB58+YYGxtjZmYGgKenJyEhIQBs2rSJ48ePM3fuXACSk5PzbI6JiorC2to6x7b58+fzwQcfsH//fvbu3Yunpyc7d+7Ex8eHoKAgvvrqKx4+fIiBgQHBwcEkJydTpUoVAF5//XUAnJycMDExYcCAAQC0aNGC2NhYHj16pJkYceTIkQA0bNiQDh06cOjQIRwcHDRxBAcHc/nyZQYNGqTZ9vjxY65cuULLli0LLCcnJydat24NQNu2bfn2228B2LdvHz169KBOnToAjBs3TjON/LFjx7h58yY9evTIca7g4GBsbW1ZvXo1np6eWFpacuLEiRz72NjYcOXKlQJjEpWPJBRRoZmYmGh+19fXz/U8IyMDAEVR2LBhA87OzgWer2rVqqSkpOTaXr9+fQICAggICKBatWr8+eeftGrViv79+7N//35atmxJQkICFhYWpKamahJKfvGpVCpUKpUmvrw82zmuKAo1atQoVp9SfuVS0DUVRcHV1ZVjx47luW94eDhqtZrHjx/z5MmTHNdISUnRlIF4cUgfingh9O3bl//85z+aL9K4uDhCQ0Nz7efi4kJ0dDTJyclA1qin7du3o/x3DtXk5GSuXr2Ko6MjKSkppKWlYW9vD8DChQtLFOPy5cuBrMEIhw8fpn379rliMzc31+wHEBoaSmxsbLGv2aVLF3bs2MG9e/cAWLx4seY1b29vwsLC2LNnj2bbuXPnSEtLIyEhgUGDBrFq1SrGjh3LsGHDNGUEcPXqVdzd3Ysdl6iYJKGIF8K8efOoUqUKHh4eNGvWjK5du3Lr1q1c+5mYmNCtWzf27dsHZP2VvnjxYlxcXHB3d8fLywsvLy/efvttzM3NmTlzJq1atcLLywsjI6MSxZiZmYmnpyfdunXj+++/z9HcBWBgYMCWLVvYuHEjzZo1w9XVlREjRmiSX3G4ubkxY8YM2rdvj6enJ8bGxprXLC0t2bp1K7NmzcLd3Z0mTZowdepU1Go1I0aMYMiQIXTu3Jl///vfqFQqvvnmGyCrzPbu3Uu/fv2KHZeomGT6eiGecfLkSb744gu2bNlSZtdUqVTExcXlWGiqotqxYwerV6/WLDYlXhxSQxHiGdl9I9k3NornEx8fr6mtiBeL1FCEEEKUCqmhCCGEKBWSUIQQQpQKSShCCCFKhSQUIYQQpUISihBCiFIhCUUIIUSp+H9TZhC8pgvkvQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 400x280 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(\"Bearing1_7\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[INFO    13:51:04]  [DataLoader]  -> Loading data entity: Bearing2_1\n",
      "[INFO    13:51:06]  [DataLoader]  ✓ Successfully loaded: Bearing2_1\n"
     ]
    },
    {
     "data": {
      "image/png": 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6GsXFxWjbti0OHDjADavdu3cvfvnlF2hpaWH06NH44YcfuP6H8PBwrFixAjk5ORAKhVi1ahXGjx//ubefEPI5BNKtoUg9oVS1pvf+/fu579XV1bFv3z5phyJ3dnZ26N+/P/z8/LB69epy+5YsWQJLS0ucPHkSqampcHR0hJ2dHXr06AEASE9Px927d8Hj8eDj44OIiAjcv38fenp66NevH7y8vHDp0iU0adIETk5OOH/+PL744gu4ublh8uTJ4PF4SEhIQI8ePZCYmAh1dfUq4/T390e7du1w8eJFAEBGRgaaNWuG9evX4/Tp0+WayX799VdutuctW7bAx8cHe/bswZMnT+Dj44OHDx/C0NAQa9eu5Y7JysrC3Llzce7cObRu3RofPnxA165d4eLiAiMjI0ndbkLIxxgrbfKSYh+KQozykjZxaxCysGHDBnTr1q3CoIPQ0FDcv38fANCyZUuMGTMGoaGhXEKZOXNmuaGqQ4YMgb6+PgCga9euUFdXh7a2NgDAwcEBMTExAID4+HhMnToVKSkpUFFRQUZGBuLj49GpU6cqY+zRowf8/PywbNky9OnTB+7u7lWWDQgIwNGjR1FYWIjCwkI0b94cABAWFgZ3d3eutjJnzhysX78eAHD79m28evUKQ4cOLXeu6OhoSiiESIvwv7OG1OcaCinPzMwMU6ZMwcaNG6st9+lzDp+OZtPQ0OC+V1ZWrvC6rK9l0qRJ2LJlC8aNGwcAaNasWY3T0fTs2RORkZEIDQ3FyZMn8f333+Phw4cVyt28eRPbt2/HnTt30LJlSwQFBeGHH36o8f0wxmBlZYXbt29XGwchRHwdOnSovoAgr/RfKfahKESnfGOzZs0a+Pv7482bN9y2QYMGcc1+aWlpOHnyJAYPHlzna2VmZqJdu3YASpuyMjMzazwmPj4eWlpamDBhAnbs2IGXL1+Cz+dDR0cH2dnZ5c6tra0NAwMDFBcXl2ve7N+/P0JCQpCamgoA5QYjuLi4ID4+HqGhody2yMhIblAGIeTzBQUFISiomtYYYX7pvw192HBj07x5cyxduhRv377ltm3fvh3Pnz+HjY0N+vfvj9WrV6N79+51vta2bdswbtw4ODg44OHDhzAxManxmKtXr8LR0RH29vZwcXHBTz/9BF1dXQwcOBBFRUWwtbXF/Pnz4e7uDktLS1haWsLV1bXcPG02NjZYs2YNevXqha5du6KwsBC6uroAAH19fQQHB2Pz5s2ws7NDly5dsHLlSohEojq/X0JIFQT/TShSbPLisXr+2K+xsXGFFRuFQiFevnwJCwsLKCsryykykpuby/XrbNu2DRcuXMD58+flHFXt0e8VUWS7du0CACxatKjyAhkPgAuOgN1mwOq7Wl+nss/cMtSHQqRm5cqVuHXrFkpKStCmTZsqR/wRQupu9+7dAKpJKDLoQ6GEQqSm7C8mQogCkEGTF/WhEEJIY0Cd8oQQQiSirMmLaiiEEELqhKuhUB8KIYSQagwZMqT6AgJq8mowzMzMYGlpCTs7O5ibm2PkyJEN4knxrKwsbNmypdw2Ly8vmSw/cPXqVVy4cEHq1yGkPvDz84Ofn1/VBYTUKd+g/PXXX3j06BFiY2Ph6emJYcOG4e7du/IOq1o1TZdfWULZv38/+vfvL82wAFBCIeSz0LBhCbnmAfClM309tDoAfT9/8skxY8bg3r17+Pnnn3H8+HGUlJTg+++/59aFsbCwwN69e6Gvr4+3b9/C09MTKSkpMDY2RrNmzdCpUyf4+PhUe9zMmTOhrq6O2NhYJCcnw9raGn/++SfU1NRqPE5JSQmxsbFITU3Fixcvqpymfv78+cjNzYW9vT1UVFQQERGBfv364auvvsKoUaNqnJZ/xowZuHTpEt69e4fZs2djzZo1Fe5VTEwMZs6cCT6fD5FIhJEjR2LcuHHYs2cPhEIhrl69ijFjxmDVqlX44osvkJ6ejoKCAtjZ2WHfvn3Q1Cz9D7R27VocO3YM+vr6cHNzg7+/PxISEgCUrna3YcMGFBQUQFlZGT/++KNMkiIhkvL1118DQNW1FGryati6d++Op0+fAgB++uknaGpq4t69e4iMjOSmLgGApUuXomfPnnj27BmOHDlSbpXH6o4DSufI+s9//oPnz5/j/fv3CAwMFOu4+/fvIzg4GC9evABQOk19REQEoqKi4OrqCh8fHwDAnj17oK2tjcjISERERFR4j2XT8j9+/BhhYWHYuHEj/vnnH25/VlYW7ty5g/DwcPz00094/fp1hXPs3LkTw4cPx6NHj/D48WN4e3vD3t4e8+fPx9SpUxEZGYkffvgBysrKCAgI4JaU1tXVxY4dOwAAwcHBCAwMxMOHD3Hv3r1y13n16hV8fHxw7tw53L9/HwEBAZgyZQqKioo+6+dJiDxdvHiRW3KiUjJo8mocNZRa1CBk4eNZb06fPo3s7GzuA7+4uBhmZmYAgMuXL+Pnn38GABgaGmL48OFiHQcAo0eP5hbz6tatG+Li4sQ6bvz48dy0KUDV09TXpKZp+adMmQKgdH6z9u3bIz4+vsIU9n369MG3334LPp+Pvn37YtCgQZVeizEGPz8/BAcHQyAQIDs7Gy4uLtw9/Pg9zZ49m+vnuXDhAmJjY9GnTx/uXEpKSkhKSkLHjh3Fep+EKDwZ1FAaR0JRUOHh4dxSx4wx7Nixo+aRGqg4FXx1x1U1rX1Nx308Xf7nTFP/ObFXF9/Hxo4dCxcXF1y6dAk7d+7Er7/+inPnzlUoFxAQgLCwMFy7dg06OjrYvn07wsLCaoyDMYbBgwcjICCgVu+JkHpBkAfwlAClqhfXqytq8pKTM2fO4LfffsOyZcsAAKNGjYKfnx/y80v/isjPz+eawwYMGIDDhw8DAN6/f4+zZ89y56nuuOp8znHVTVOvo6ODgoKCKqeel8S0/DExMWjVqhVmzJiBrVu3ck1mlU2n37x5c+jo6CA3N5e7Z0DpPQwMDASfzwdjDAcPHuT2ubm5ITQ0FFFRUdy2e/fufVaMhCg84X+X//3kjzpJohqKDE2cOBEaGhrIy8tDly5dcO7cOW6K+hUrVqCoqAjdu3fn/npesWIFrKyssG3bNnh6eqJLly5o06YNunfvDj09vRqPq87nHOfu7g5/f39YWlrCwMAAgwYN4vogmjVrhhkzZsDW1hZaWloV+lG2b9+OBQsWwMbGBoyxWk3Lf+LECfj7+0NNTQ0ikQh79uwBUNqcd/ToUdjb22PMmDH48ssvcebMGVhaWqJFixZwdXVFYmIiAGD48OG4e/cu7O3toaenh759+3L30NzcHAEBAZg3bx7y8/NRXFwMBwcHqrGQhkUg3eV/ARlMX7906VIEBQUhMTERDx8+LLdmxsceP36MJUuW4P379wCATZs2YcyYMTWevzFMX19QUABVVVWoqKggPT0dPXr0gL+/v0TWS2lMyqbTZ4xh2bJlKCgowG+//Sb28Q3t94o0LDVOX3/eESjOAEbG1+k6cp2+fty4cVi+fDl69+5dZZn8/HyMHDkSR44cQe/evSEUCpGRkSHt0OqNmJgYzJgxA4wxFBcXY+HChZRMamHGjBlISEhAYWEhrKysuJoOIQ1BlYmkjDBfqs+gADJIKB+PnKlKQEAAevTowSUdZWVltGjRQtqh1Ru2traIjIyUdxj13qlTp+QdAiHyI8gHNFpJ9RIK0Sn/7NkzqKurY/jw4bC3t8eMGTOQlpZWaVlfX18YGxtzX3w+X8bREkKI4vHw8ICHh0fVBYTS70NRiIQiEAgQGhqKvXv34uHDhzAyMsKCBQsqLevt7Y2UlBTu6+PhrYQQ0ljFxcVxz5lVSpAn9SYvhUgoJiYm6N+/P4yMjMDj8TBt2rRyT1MTQgipAyYChAVSfUoeUJCEMmHCBISHhyMnJwcAcO7cOdjZ2ck5KkIIaSCEhaX/1vcmr3nz5nHDzNzc3GBubg6gdIrzoKDSKVFMTEywatUquLi4wNbWFmFhYTQChxBCJEUGqzUCMhjl9fFT1R/bv39/udfTp0/H9OnTpR2O3AgEAmzatAl//PEHVFRUoKKigm7dumHr1q2IjIzEV1991aBGcg0bNgx+fn6wtLSsttzp06dhaGjIze1FCJECGazWCNCT8jIze/ZsZGRk4M6dO9DX1wdjDCdOnGiwz9tUNtdWZU6fPg17e3tKKITUka+vb9U7ZTAxJKAgfSiyYGVlVelXbGwsACA2NrbKMmVCQkKq3Fed2NhYHD9+HIcOHYK+vj6A0skJx48fj/bt2wMorcEsXLgQdnZ2sLKy4qYwEQgEcHNzg5OTE6ysrDBlyhTk5ZVWX69evQpra+tKjwNKa4cWFhbo2rUrNmzYUG5CxPDwcAwYMABOTk5wcHDA8ePHK4195syZ+Ne//gUXFxdYWFjA09MTBQUFAIDU1FSMGTMGNjY2sLa2LlcbNTMz42pc/fr1wzfffANXV1d06NAB8+fPB1CadIKCgvDTTz/B3t6+Qq2VECI+Nzc3uLm5Vb5TBlPXA40oocjTgwcP0LFjx2qnfH/x4gU8PT3x6NEjLFmyBKtXrwaAatf4qO64J0+ewMfHB9evX8eDBw/KzeKblZWFuXPn4tixY4iIiMClS5ewbNmyStciAYC7d+8iJCQEz58/R0ZGBreAT01rnXwsLi4OV65cwZMnTxASEoI7d+5g2LBh8PDwwLfffovIyEh4eXl93o0lhIiHW62xnvehKIqaZuA1NzevsYybm5tYM/nWhrm5OTedSs+ePbn1T6pb46O648LCwuDu7g5DQ0MAwJw5c7B+/XoAwO3bt/Hq1SsMHTq0XAzR0dEV1iIBSkfhfbyOyPbt27Fq1aoa1zr52MSJE7m+I3t7e8TFxaFnz561v2GEkHLKWkwq/YwSUB9Kg9G1a1fExMQgPT0dBgYGlZapal2Qmtb4EGc9EaDi+h9WVla4fft2rd7Pp2ua1LT9c+IkhEgBNXk1HObm5hg7dixmz56NrKwsAKUf6oGBgXj16lW1x1a3xkd1+vfvj5CQEKSmpgIADhw4wO1zcXFBfHw8QkNDuW2RkZFVrmly4sQJ8Pl8CIVCHDp0iFsxURJrnXy6pgkhRAqoU75hOXjwIOzs7NC9e3dYWVmhS5cuuHjxIpo1a1btcTNmzEB+fj4sLS0xdOhQuLq6inW9sjXie/Xqha5du6KwsBC6uroAAH19fQQHB2Pz5s2ws7NDly5dsHLlSohEokrP5ezsDDc3N3Tu3Bl6enr46quvAJSudfL8+XPY2Nigf//+tVrrZPr06fj777/h4OBAnfKESAvXhyLdJi+pr4cibY1hPZTaKlv/AwC2bduGCxcu4Pz58591jpkzZ8Le3p5LIo0Z/V4RRVZtH8oLP+CBNzD4FtDCpeL+zyDX9VCI/KxcuRK3bt1CSUkJ2rRpU+VDpoSQBk5GTV6UUBqwshXc6kLcPhtCiHydOXOm6p0NZeoVeSgbbVTPW/OIgin7fapuNBsh8lI2T2KlaOqV2lNSUoKqqio3TJc+AEhdMcaQnp4OVVVVKCnRWBaieMpm/ag0sVCTV92YmJggKSmpwc6VRWRPVVUVJiYm8g6DkEqNHDkSQBWd8jJ6DqXBJhQ1NTWYm5tDJBJR0xepMx6PRzUTUn8J8gCeEqCkJtXLNNiEUoY+BAghjZ4gH1DWBKTc/E+ftoQQ0tAJ86XefwJQQiGEkIZPkC/1/hOAEgohhDR8wjypDxkGZJBQli5dCjMzM/B4vBqXuGWMYcCAAdDT05N2WIQQ0qA8ffq06uU1BA2kyWvcuHG4efMmTE1Nayzr5+eHDh06SDskQghpXIQNpMmrT58+MDY2rrHc06dPcfr0aaxcuVLaIRFCSIMTEhKCkJCQyncK8mRSQ1GIYcMlJSWYM2cODhw4UOMsrr6+vvD19eVe8/l8aYdHCCEKz9vbG0AlDzYyESAsbBh9KOJYt24dxowZg86dO9dY1tvbGykpKdyXlpaWDCIkhJB6SlhQ+q8MmrwUooZy7do1JCUlYefOnRAIBMjJyYGZmRnCw8PRokULeYdHCCH1l4zm8QIUJKHcuHGD+z4hIQH29vZISEiQX0CEENJQyGjqekAGTV7z5s3jVvhyc3PjZsL08vJCUFCQtC9PCCGNm4ymrgdkUEOpapXAqtYPNzMzQ1ZWlhQjIoSQhqfKRy4aW5MXIYSQuqmyxachNXkRQgiRI6HsaiiUUAghpAHYtWsXdu3aVXFHWZOXciN5DoUQQkjd7N69G7t37664Q1FrKEVFRdKKgxBCiDSU9aEoSkKJioqCtbU1N4rg/v37WL58uVQDI4QQIgGK1uS1dOlS7Nmzh3tqvWvXrggODpZqYIQQQiRA0Zq8+Hw+evfuzb3m8XhQU5PuYveEEEIkgKuhKMhzKCoqKigpKQHvvwvcJycn1zgrMCGEENkZMmRI5Ttk2IciVkJZvHgxRo0ahbS0NKxZswb+/v7YunWrtGMjhBAiJj8/v8p3KNrUK9OmTUP79u1x5swZFBcXw9/fv1wTGCGEEAWlaE1eAODi4gIXFxdpxkIIIaSWvv76awCV1FSEeQBPGVBSlXoMYiWU/v37c/0nHwsLC5N4QIQQQj7fxYsXK98h+O968pV8hkuaWAnlm2++4b4vLCxEQEAALCwspBYUIYQQCRHmy6T/BBAzoXzxxRflXo8cORIDBgyQSkCEEEIkSJAvkxFeQC3n8hIKhXjz5o2kYyGEECJpgjyZdMgDYtZQRo8ezfWhCIVCREVFYdiwYVINjBBCiAQI8wE1fZlcSqyEMmrUqP8doKKCVatWoXv37tKKiRBCyGdauHBh5Ttk2OQlVkLx9PSUdhyEEELqYNGiRZXvEOYrRpOXt7d3tQf7+vrWeIGlS5ciKCgIiYmJePjwIezt7SuUCQsLw8qVK8Hn88Hj8fDFF19gy5YtUFKi5VoIIaTWREJAWKgYnfK6urrVfolj3LhxuHnzJkxNTasso6+vjz///BPPnj3D/fv3cfv2bRw5cuTz3gkhhDRiHh4e8PDwKL9RWFD6ryIMG167dm2dL9CnT58ayzg4OHDfa2howN7eHgkJCXW+NiGENBZxcXEVNwplN+0K8BlTr9y7dw+RkZEoLCzkti1dulTiAb179w4nTpzA2bNnK93v6+tbrqmNz+dLPAZCCGkQZDjTMCBmQtm8eTNOnDiBpKQk9O3bF5cuXcLAgQMlnlBycnIwYsQILF++HE5OTpWW8fb2Lte3Y2xsLNEYCCGkwZDhxJCAmA82BgQE4Pbt2zA2NkZgYCDCw8Ml3mGem5sLd3d3jBw5ssbBAIQQQsQgw6nrATETioaGBjQ0NCASicAYg6WlZeXtdbXE5/Ph7u4Od3d3rFmzRmLnJYSQRk3GNRSxmryaNGmCkpIS2Nvb45tvvoGxsTGEQqFYF5g3bx6Cg4Px7t07uLm5QVtbG7GxsfDy8uJGJWzbtg337t1DXl4eTp48CQAYP348Vq9eXft3RgghjUilj3HIuA+FxxhjNRV68uQJ2rVrh/z8fKxatQqZmZlYs2ZNpc+UyJqxsTFSUlLkHQYhhCiepBPAzfFArz8B04kSOWV1n7li1VBat24NTU1NaGpqYt++fRIJihBCiJQpYqe8hYUFxo8fj3PnzkEkEkk7JkIIIZ/JysoKVlZW5TcKZdvkJVZCSUpKwhdffIGtW7fC1NQU3333HV6+fCnt2AghhNSFItZQNDU1MXPmTFy9ehXXr19Heno6OnfuLO3YCCGE1IVAtsOGxX5SvqSkBEFBQTh48CDCw8OxYMECacZFCCGkrrjnUBRo2PCSJUtw/PhxODg4YNasWTh16hTU1NSkHRshhJC6KBs2rEjPobRu3RoRERE0zQkhhNQnilhDWbVqlbTjIIQQUgdnzpypuFFR+1AIIYQoLnNz84obhfkATwVQUpVJDLQkIiGENACxsbGIjY0tv1GQJ7PmLoBqKIQQ0iCMHDkSAPD06dP/bRTky6y5CxCzhpKcnIzhw4dzc3dFRkbCz89PmnERQgipK2G+zEZ4AWImlHnz5mHSpEkom0fS2toaBw8elGpghBBC6kjGTV5iJZTU1FRMmzaNW1RLRUUFKirUWkYIIQpNoIA1FBUVFXw8y31mZibEmPWeEEKIPAkVsA9l/PjxmDdvHnJycrB//34MHjwYXl5e0o6NEEJIXci4hiJWu9WyZcvwxx9/IDs7GxcvXoS3tzemTJki7dgIIYSIqdzoLgAQCQFRkWINGxYKhXBzc0NoaCgmT54si5gIIYTUlYynXQHEaPJSVlZGfn5+rRfWWrp0KczMzMDj8RAZGVlluQMHDqBjx47o0KED5syZg5KSklpdjxBCGqOQkBCEhIT8bwO3FoqC9aE4Oztj+PDhCAgIQFBQEPcljnHjxuHmzZswNTWtskx8fDy+//573LhxA7GxsXj//j3+7//+T7x3QAghBN7e3vD29v7fBjnUUMTqQ4mKigKAcuvJ83g8eHh41Hhsnz59aixz4sQJeHh4wNDQEAAwf/58bN68GYsWLRInPEIIIZ+S8dT1gJgJ5cqVK1INIikpqVwNxszMDElJSZWW9fX1ha+vL/eaz+dLNTZCCKmXZDzTMCBmQrl+/Xql28WpfUjap9U6WqOFEEIqoahNXsuWLeO+LywsRHR0NKytrfHgwQOJBGFiYoK4uDjudUJCAkxMTCRybkIIaZQUtckrPDy83Ot79+7h8OHDEgti7Nix6N27N3x8fNCqVSvs2bMHkyZNktj5CSGkoevQoUP5DSW5pf8q2pPyn+rWrRvu3LkjVtl58+bB2NgYKSkpcHNz4xaB8fLy4kaKtW/fHuvWrUOvXr1gbm6OFi1aYN68ebUJjRBCGqUKo29zXpT+q91RZjHwmBiTcpWN8gJKH3S8e/cudu7ciSdPnkg1OHGUJStCCCEfuTEWSDkDTOADyhoSO211n7liNXmVLdwClE4U2bFjR/z++++SiY4QQkid7dq1CwD+97hFZlRp7USCyaQmYiWU+Ph4acdBCCGkDnbv3g3gvwlFkAfw4wCT8TKNQaw+lFGjRom1jRBCiALIfgaAAXo2Mr2sWAmlsocMPx7mSwghRIFk/bffW8YJpdomr71792LPnj14+fIlunbtym3Pzs6GlZWV1IMjhBBSC1mPS//Vs5XpZatNKO7u7rC0tMSCBQvg5+fHbdfR0YGtrWwDJYQQIqasx4CKFqBZ9aS80lBtQjE1NYWpqSmeP38uq3gIIYTUwpAhQ0q/Yay0yUvXGuDV6lHDWhNrlFdBQQF27NiByMhIFBYWcttPnjwptcAIIYSIj2tFKngHFH0A2o6ReQxipa85c+YgISEBt2/fRv/+/ZGYmFjt+iaEEELkpKxDXle2HfKAmDWUR48e4fHjx7C1tcWSJUswc+ZMfPHFF9KOjRBCiJi+/vprAIDf3P/OwC7jEV6AmAmlSZMmpYVVVJCXlwdtbW2kpaVJNTBCCCHiu3jxYuk3E5xL/1XUhNKsWTNkZmZi2LBhcHNzQ/PmzWkdEkIIUURZUUATI0C9mcwvLVZCCQ4OhrKyMjZs2ICAgABkZmZixowZ0o6NEELI58p+BrQaIJdLi5VQlJWV8fbtW0RHR2Pq1KkoKSmBGJMUE0IIkSVRUemXHJq7ADFHeZ04cQI9evTAzJkzAQDPnj2jubwIIUTRCItK/1XkhPLvf/8bDx48gL6+PgDAzs4OiYmJUg2MEEKI+BYuXIiFY61LX8h4ypUyYjd5GRgYlNumpqYmlYAIIYR8vkWLFgHXLgJvVACdTnKJQawaira2Nt6/fw8ejwcAuHz5Mpo1k/0IAkIIIdXIegzoWALK8vmDX6waypYtWzB06FC8evUKvXv3Rnx8PIKDg6UdGyGEEDF5DB8GvI1H0PbJcouh2oTy9OlTWFlZwdnZGVeuXMHt27fBGIOLiwv09PTEukBMTAw8PT3x4cMH6Orq4vDhwxWmvheJRPjmm29w4cIFqKiowMDAAPv27YO5uXmt3xghhDQmcbEvAD7k1iEP1NDkNX36dABA7969oauri6FDh2LYsGFiJxMAmDdvHubOnYuXL19ixYoV3EixjwUFBeHWrVt49OgRoqKiMHDgQKxateqz3gghhDRqwv9O3CvHhFJtDaWwsBB//fUX3rx5g6CgoAr7PTw8qj15amoqIiIiuCkBxo4di8WLFyM2NrZc7YPH46GoqAiFhYVQUVFBTk4OPYlPCCGfgxsyLL+1qqpNKFu2bMGePXuQlpZWboEtoDQJ1JRQkpOT0bp1a6ioqHDHmJiYICkpqVxCGTFiBK5cuQJDQ0Noa2vDyMgI165dq/Scvr6+8PX15V7z+fzq3yEhhDQCJSU5UAEPaNpWbjFUm1A8PDzg4eGBL7/8Etu2bZNaEBEREXjy5Alev34NHR0drFy5EvPnz4e/v3+Fst7e3vD29uZeU02GEEIAJSZAEZSA/47GlQexRnnVNpm0bdsWb9++hUAggIqKChhjSEpKgomJSblyR44cwYABA7i+GU9Pz/+tPkYIIaRaGQUZiO0PeLRzlWscUl0fsmXLlujatStX0wgMDISxsXGF0Vvt27dHWFgYiouLAQBnz56FtbW1NEMjDVR+ST587/giMYtmciCNR/SHaAjNgR5uw+Qah1g1lLrYu3cvZs6cic2bN0NHRweHDh0CAHh5eXFNaosWLcLz589hZ2cHVVVVGBoaYs+ePdIOjTQwmQWZGPHHCNxKvoWDDw/irtddaKppyjssQqQuOj0aAGBpYCnXOHisnk8bbGxsjJSUFHmHQeTsbe5buPm74XHqY/Qw7oF/Uv7BdNvp+H3U79wMD4Q0VN+FfoctU7agQ7MOiH0RK9VrVfeZK9UmL0LE9SrzFZZfWo69EXsRmxH7WcsjxGXEofeh3nic+hg/DvoRt/51C8MthuNo1FHsf7BfilETohhepL8AAKjJacqVMlJv8iKkJoHPAvGvoH8hpyiH22aia4KB7QZiSIchGGo+FLoauhWOE4qEuJpwFdNOTUNqXir2jdgHr65eAIDfR/2Ornu7Ysn5JXBq4wSH1g4yez+EyFr0h2ioKauBB/nWxqnJi8hNkaAI3176Fjvu7UCLpi2wb8Q+CEQCXI6/jLD4MK5dWFVJFQPaDcDoTqMxsP1APHj7AP95+R+cizmHjIIMqCmrIWBMAMZ2GVvu/BFvItDrYC8Y6xjj/tz70NPQk8O7JES6BCIBmm5qCvW96jDRNcHTp0+ler3qPnOphkLk4lXmK0w4PgH3395HX9O+CBgbgDbabQCASwwpOSkIfhmMUy9OISw+DCFxIeXO4WDogEXOizDJehK6tOhS4RpObZzg5+aHRecWYdaZWTg54ST1p5AGJyErASWiEugo68g7FEooRPbe89+j98HeeMd/h+/7fI8f+v4AFaWKv4rGOsaY5zQP85zmIbswG+dizuF64nXYGdphuMVwGOvU/FDrAqcFuJ54HX89/QuBzwMxrss4abwlQuQm+kNpTV5NRf5rVFGTF5G4HXd3QFtdGzPtZ1bYJxAJMOToEFxJuIIjo45gut10qceTmpcKix0W0FbXxotFL2goMWlQfO/4YtnFZTjW7xi6GXWT+iztNMqLyMyd5DtYemEpZp2ZhXVX11UYrbX2ylpcSbiChU4LZZJMAKClZktsGrAJKTkp2Hh9o0yuSYislNVQBjoOlPuSH5RQiMQwxvDNpW+gzFOGdUtr+FzzwcrQlVxSCX4ZjM03N8OpjRN83XxrOJtkzXeaD3tDe/xy5xfuPyAhDUF0ejR01XWR8zYHsbHSfQalJpRQiMScenEKt5NvY57jPNyYdQM9jXti6+2tWHp+KeIz4zH91HToa+jj+PjjUFdRl2lsykrK2DVsF0pEJVhyfslnPedCiCKLTo+GZXNLjBo1CiNHjpRrLJRQiESUCEuwMnQltNW0sbbfWuhp6OHi9IvoZ9YPO8N3wn6vPTILM+E/xh9memZyidGlrQtm2c/CpVeXEPg8UC4xKALGGERMJO8wiATkFOXgHf+d3KdcKUMJhUjE3vt7EZMRgxW9VqClZksAgJaaFoKnBMOtgxtyinKw2nU1hnWU7+R1WwZtgZ6GHr4O+Rr84sa3lg5jDJMCJ6HlTy2x895OlAhLKpTJKszC+mvrMf3UdCRnJ8shSiKusuZbSiikXnqT+wapeanltmUXZmPdtXUw0jbC1z2/LrevqWpTBE0Ows1ZN7G+/3pZhlqplpotsbH/RqTkpGDC8Qn4kP9B3iHJlN8/fvj76d/IKcrBkvNLYLvHFudjzgMoTSTrrq6D2a9mWHt1Lfyj/GHzmw2OPjpKTYQKipsUsjklFFKPFAuL8cOVH2DiZwIjXyOM/XssLsRegFAkxJabW/Ah/wM2DtiIpqpNKxyrpqyGXia9oMRTjF+3+U7zMcNuBs7Hnoftb7a4En9F3iHJxD8p/2BF6ApYGlgi+etkrO27FolZiRgWMAyuh1xh9qsZfK75oIVmC/w+6necmXQGTVSbYMbpGRh3fBzS8tLk/RbIJxSthkLPoZAaPUl9ghmnZuDhu4ewa2WHVlqtcCnuEhgYTHRNSp/zMLDAg7kPoKykLO9wxXb00VEsPLcQecV5WOW6Cmv7roWqsqq8w5KK9Px0OOx1wIf8D7jrdRc2rWwAlM5GsOryKhyNOgrzZub4vs/3mGIzhXvQND0/HQuCF+D4s+NoqdkSPw/+GVNsptSrn3NDNuH4BJx4dgJ5q/LgZO8EAHKdegWsnjMyMpJ3CA2WQChgP978kaltUGPK65TZmstrWJGgiDHG2KuMV2z15dWs9c+tGc+Hxy7FXZJztLXz8sNL5rjXkcEHrPfB3oxfxJd3SBInFAnZF8e+YPABO/DgQKVlMgsyWYmwpNJ9IpGIBUQFMP0t+gw+YJ13dmZ/PfmLCUXCSssS2bH9zZaZ/Wom02tW95lLNRRSqff895hycgrC4sNgaWCJI6OPoJtRtwrlBCIB3ua+RVvdtnKIUjKKhcXwDvHGrvBdmGIzBf6j/RvUnF9bb23FitAVmGE3A4dHHq71e8ssyITvHV/8evdX8Iv5sG1lCy8HL7zlv0V0ejRefHiBmPQYGOkYYVC7QRjYfiAGtBvADdIASicEzS7Khq66rsyHjjc0IiaC1mYt9DHtgwvTLsjsutV95lJCIRXcSLyBiScm4i3/LeY7zoevmy+aqDaRd1hSJWIijPlrDM5En8F29+1Y0n2JvEOSiKsJVzHoyCBYNrfEPa97Epl25kP+B2y9tRU77+1EgaAAAKDEU0I7vXYwb2aO2IxYxGXGceVNdU1RKChEdlE2CgWFAEpnkLZuaQ3H1o5wbOOInsY9YWdoV+fYGqLcolysCF0Bu1Z2mOc0j9uemJUIs21mWNptKbYN3YaQkNLJU93c3KQaDyUUIhbGGH658wtWhq6Euoo69o3Yhyk2U+QdlsxkF2bDaZ8TErIScNXzKnqZ9Cq3XyASILMgEy00W8gpws+TmJUIp31OKBQU4q7X3UpnZK6Ld/x3CH8djvb67WHezLxcjSMxKxGX4y8j9FUonqY9hbaaNvQ09KCnoQcddR0k5yTj/pv7eMt/yx0zw24Gtrtvr3Ttm8YqLiMOI/8ciadpT6GqpIqnC5+io0FHAMDFuItw83fDrmG7sNB5IaysrAA08D6Uly9fsp49e7KOHTsyJycn9uTJk0rLRUVFsb59+7JOnTqxTp06scDAQLHOT30odScSidjtpNts2LFhXBv509Sn8g5LLqLeRbGmm5qyNr+0YW9z3zLGGCsSFLF99/ex9tvaM5X1Kuzks5NyjrJmecV5zH6PPYMP2Onnp+UdTpXe5Lxh/4n+DxvqP5TBB8zUz5RdS7gm0xjyi/NZWl6aTK8pjtC4UNbsx2aM58Njc4LmMPiAefzhwe3f/s92Bh+w0LhQxhhjXbp0YV26dJF6XNV95ko9ofTv358dOnSIMcbY8ePHmZOTU4UyeXl5rF27duzGjRuMMcYEAgFLTU0V6/yUUGovvzifHXhwgDnscWDwAYMP2LST01huUa68Q5OrgKgABh+wPof6sB13d7C2vm0ZfMD0t+iz5lubM9X1quxCzAV5h1klkUjEJh6fyOADtu7qOnmHIxaRSMR+C/+NNdnYhPF8eGz5xeXsXe47Fp8Zzx6/f8zuJN9h1xKusdc5ryXW8V8sKGa77u1iLba2YDwfHhv4+0B2JPKIWAMzXue8Zrvu7WKnnp9iWQVZEomnjEgkYtv/2c6U1ykznX/rsOCXwYwxxiYcn8DgA24AzKLgRQw+YMnZyYwxxUgoUm3ySk1Nhbm5OTIyMqCiogLGGFq3bo2bN2+WmxVz//79CAsLQ0BAwGdfg5q8aufU81Pw+o8XMgoyoKmqCU87TyzqtkjizSL11Zfnv8T2e9sBAC2atsCynsuwwHkBErMS0fdwXxQKCnFh2gX0Me0j50gr+vHmj1h5eSXGdB6D4+OPK8zzP+J4mf4S005OQ/ib8CrL6GnooUuLLrBqYYVOzTuhY7OO6GjQEe3124u1pjpjDEHRQVgRugLR6dFoo90GTm2ccD7mPEpEJdBS08L4LuPRz6wfrFpYoXOLzmiq2hQCkQDnYs5h/4P9OBdzDkImBAAo85TRw7gHhnQYgmEdh8GxtWOtBj7wi/n488mf+L/7/4fwN+Ho2KwjgiYHoVPzTgBKmxE77eqEDvodEDk/EkOPDcWd5DvI/S4XPB5PIZq8pJpQ7t+/jylTpiA6+n+zu3br1g1btmzBgAEDuG3e3t7IzMxEWloaUlJSYGtri19++QUtWlRsq/b19YWv7/9mquXz+cjKypLWW2iQErISYPubLTRUNPB9n+8xw24GtVt/olhYjO9Cv4OJrgnmOM4p98Bm+OtwDDwyEABwecZlOBs51+oaIibC65zXeJX5Cq8yXyGrMAtCJoRQJISQCcEYg6qyKtSV1aGuog41ZTUo85QhEAnKlRMxEfeVWZCJTTc2waqlFe7MvgMtNS2J3A9ZKhGWYFf4LrxMfwktNS3uiwceYjJi8DTtKZ6mPkV6QXq545R4SjDTM4OFgQUsDSxLv5pboolKEyTnJCM5OxnJOcm4+/ou/kn5B5qqmljRawW8e3pDU00T6fnp+PPJnzj86DAi3kRw5+WBh/b67ZFXkod3/HdQ4inB3dwdnnae+JD/ASFxIQiLD+Om8rFuaY25Xedimu006DfR586TU5SD+2/uIy4zDqpKqtBQ0YCGigaUeEoIjgnGscfHwC/mQ1NVE1NtpmLLoC3ljgeA78O+x8YbG7Fr2C5subkFzZs2x4N5DwCAEkqZpUuX4tSpU/jnn3/Qpk0brFq1CjExMThx4kSN16AayucRioQYcGQAridex4WpF+BmLt0RIQ3V9cTrcPd3RxPVJgiZFgKnNk5iHxsWH4YvL3yJl+kvUSwslnhsBk0McNfrLjo06yDxcysKxhhS81LxMv0lXqa/RExGDGIyYkq/T49BkbCoymNVlVQxy34W1vVfB0Mtw0rLxGXEIfJdJJ6mPcWT1Cd4mvYUQpEQ02ynYab9zAqrhZYIS3An5Q6OPz2Oo1FHkV2UDQ0VDYztPBbKSsq49/oeoj9Eg6Hqj1sHQwfMc5yHyTaToaNe+XK+/GI+LHZYoEhYhIyCDEyynoQ/xv4BAPDw8AAABAUFVXvv6kpuCUXcJq+ff/4ZUVFROHLkCIDSDOvm5iZWopBmQhGKhOhzuA9sW9rit+G/SeUasvbz7Z/x7aVvsch5EXYO2ynvcOq1kNgQjPhjBAQiAWbYzcC6futgqmda7TH/pPyDQUcGQYmnBFdTV3TQ74D2+u3RQb8DDJoaQJmnDGUlZSjxlMADDyWiEhQLi1EkKEKxsBhCJoSKkkq5csq80n+VeErg8XiwMLBAsybNZHQXFI9QJERyTjKiP0QjOj0ahYJCmOiaoK1OW7TVbYs22m0qXXJaUvJL8nHi2Qn83/3/w63kWwCAdnrt4GzkDOc2zujcvDNETIRCQSEKBYUoEhbBwdABjm0cxTr/kUdH4HnaEwCwtu9a+PTzkdZbqZRcR3n17du3XKe8o6NjhTKJiYmsU6dOLDs7mzHG2NatW9mwYcPEOr80O+XPRp9l8AHj+fDYs9RnUruOrDx694ipbVBjFjssWF5xnrzDaRDuv7nPBh0ZxOADprZBjX15/kuWyq98QMmjd4+Y3hY91nRTU3Y76baMIyXykJCZIPERZEKRkHXb143BBywgKkCi5xaHXEd5vXjxgvXo0YN17NiROTo6sqioKMYYY7Nnz2Znzpzhyh05coRZWVkxGxsb5u7uzpKSksQ6vzQTittRN8bz4TH4gE0/OV1q15GFwpJCZrPbhimvU2b3Uu7JO5wG51LcJW4KF81NmmzpuaUsLiOO2x+THsNa/dSKqW1QYxdjL8oxUtIQPHr3iHn84VEuWe3cuZPt3LlT6temqVdq4WX6S1jutMTYzmORVZiFqwlXEb04ut62S6+4tAJbb2+FT18frO23Vt7hNEiMMQQ+D8SG6xsQ9T4KSjwljOo0Cp52nvjywpdIyk7C8fHHMabzGHmHShogReiUrz/jCWVsd/huAMCSbkuwps8aCFnpNO31TYmwBMsvLcfW21vRzagbVrmukndIDRaPx8O4LuMQOS8SodND4W7ujpPPT2LknyORkJWA/SP2UzIhDZr0eqbqMX4xH4ciD8G6pTX3nEFvk974/dHv+L7v9zDRNZFzhOJ5k/sGE09MxM2km+hp3BPHxx9vsNOzKxIej4eB7QdiYPuBePHhBfZE7IG9oT1m2s+Ud2iESBXVUCrhH+WPnKIcLHZeDB6PBx6PhzWua1AiKsHWW1vlHZ5YLr+6DIe9DriZdBNfdf8KV2dehZGOkbzDanQ6Ne+EX91/pWRCGgVKKJ9gjGHnvZ3QVdfFVNup3PYhHYbAuY0z9j/Yj7e5b6s5g/z5R/ljiP8QFJQU4MT4E/Bz9xPrCWJCCKkLSiifuJpwFU/TnmKW/axyTxnzeDys6bMGRcIi/Hz7ZzlGWD0RE+GHKz+gedPmuD/3PsZ2GSvvkAghMjBkyBAMGTJErjFQH8ondoaXPuy30HlhhX0jLEbAtpUt9tzfg6Xdl9b4EJs8XIm/gviseKzstZKb5poQ0vD5+fnJOwSqoXwsKTsJp1+cxlDzoZV+GPN4PGwasAn5JflwPeSK6A/RlZxFvg48PAAA+JfDv+QcCSGksaGE8l9vct9g3N/jIGIiLO62uMpywy2G4+joo3iT+wa9D/XG/Tf3ZRhl9dLz0xH4PBD9zPpR7YSQRubrr7/G119/LdcYKKEAiHgTAed9zgh/E47Vrqsx1HxoteWn2U7DqYmnwC/mo//v/XE14apsAq3BscfHUCwshpeDl7xDIYTI2MWLF3Hx4kW5xtDoE8pfT/6C6yFXpOen49iYY9g4YKNYaxmMsByBkGkh4PF4cPd3x7mYczKItmqMMex/sB+66rr08BwhRC4abUIpGw01KXAS9DX0cX3W9c9eP72PaR9c9byKJqpN8HWIfKuaEW8i8Dj1MabZTkMT1SZyjYUQ0jg12oTyOuc1tt/dDsfWjgifE45uRt1qdR6H1g4YYTECL9NfIjUvVcJRim//g/0AAK+u1NxFCJGPRptQ2uq2RZhnGK7Pul7nJ8h7m/QGANxKuiWJ0D4bv5iPgCcB6Nq6K+wN7eUSAyGENOrnULq27iqR83AJJfkWRnceLZFzfo7jT4+DX8ynznhCGrGFCys+OydrjTqhSEqn5p2gr6GPm0k35XL9Aw8PoIlKE0y2mSyX6xNC5G/RokXyDqHxNnlJkhJPCb1MeuH+2/vIL8mX6bWj3kfhVvItjOsyDnoaejK9NiGEfIwSioT0btsbApEA4a/DZXrdzTc2AwC+7P6lTK9LCFEsHh4e8PDwkGsMlFAkpJdJLwCQabNX9Ido/P30bww1HwrHNo4yuy4hRPHExcUhLi5OrjFQQpEQpzZOUFNWw81k2SWULbe2gIFhtetqmV2TEEKqIvWEEhMTAxcXF1hYWMDZ2bna9Y4ZYxgwYAD09PSkHZbEaahowLmNM+4k34FQJJT69RKyEuAf5Y++pn252hEhhMiT1BPKvHnzMHfuXLx8+RIrVqzAzJkzqyzr5+eHDh06SDskqenVtheyi7LxNK3qpCkpW29thUAkoNoJIURhSDWhpKamIiIiAtOmTQMAjB07FsnJyYiNja1Q9unTpzh9+jRWrlwpzZCkqux5FGn3o7zNfYuDDw+im1E3DGo/SKrXIoQQcUk1oSQnJ6N169ZQUSl93IXH48HExARJSUnlypWUlGDOnDnYu3cvlJWVqz2nr68vjI2NuS8+ny+1+D+XS1sXAKUPOErTL3d+QZGwCKtdV4s1kSUhpOHz9fWFr6+vXGNQiE75devWYcyYMejcuXONZb29vZGSksJ9aWlp1XiMrBg0NUDn5p2lWkP5kP8Bv0X8BpuWNhhuMVxq1yGE1C9ubm5wc3OTawxSTSht27bF27dvIRAIAJR2uiclJcHExKRcuWvXrmHHjh0wMzND7969kZOTAzMzM6SlpUkzPKnobdIbSdlJSM5Olvi5CwWF+PbSt8gvyccq11VQ4inE3wOEEAJAygmlZcuW6Nq1K/z9/QEAgYGBMDY2hrm5eblyN27cQGJiIhISEnDz5k3o6OggISEBLVq0kGZ4UvHxvF5VYYwhPjMeF2IvIK84T6zz3kq6BYe9DjgceRi92vbC+C7jJRIvIaRhsLKygpWVlVxjkPqfuHv37sXevXthYWGBLVu24NChQwAALy8vBAUFSfvyMterbeUPOD5NfYofb/6IUX+OQutfWqP99vYYemwoOmzvgN3hu1EiLKn0fPxiPpaeXwrXQ66Iz4zH5gGbccXzCpSVqu9rIoQQWeMxxpi8g6gLY2NjpKSkyDsMDmMMbXzboJVmK0TOj8Tj94+x7to6BD4PBAAo85RhZ2iHnsY90VqrNXaG78Q7/jt00O+ADf03YITlCES9j0LEmwjcf3sfoa9C8Sb3DXq17YX9HvvRqXknOb9DQogiKqudVPesnyRU95lLsw1LGI/HQ2+T3gh8Foixf4/FyecnAQAelh5Y2m0pehj3gKaaJlf+qx5fYdvdbfjx1o+YcrLiipFmembYOXQnFjgvoD4TQohCo4QiBb3b9saJZydw8vlJDLcYDp++PlXOtaWppolVrqswz3EefrnzC2IyYuBg6ADH1o5wbOOI5k2byzh6QgipHUooUjDLYRY+5H+Ah6UHnI2cxTrGoKkBNg/cLOXICCFEeqgPhRBCGoCyGUg+HUUradSHQgghDZy0E4k4qJeXEEIagNjY2ErnSZQlqqEQQkgDMHLkSADSHzZcHaqhEEIIkQhKKIQQQiSCEgohhBCJoIRCCCFEIiihEEIIkYh6/2Cjurp6naa55/P5CrVIlzgoZtmpj3FTzLJTH+Oua8xpaWkoKiqqdF+9Tyh1VR+ftKeYZac+xk0xy059jFuaMVOTFyGEEImghEIIIUQiGn1C8fb2lncIn41ilp36GDfFLDv1MW5pxtzo+1AIIYRIRqOvoRBCCJEMSiiEEEIkotEmlJiYGLi4uMDCwgLOzs5ynaGzKkuXLoWZmRl4PB4iIyO57Yoce2FhIUaNGgULCwvY2dlh8ODB3JTaqampcHd3R8eOHWFtbY3r16/LOdryhgwZAltbW9jb28PV1RUPHz4EoNj3u8yhQ4fA4/Fw+vRpAIp9r83MzGBpaQl7e3vY29vjr7/+AqDY97moqAiLFy9Gx44dYWNjg2nTpgFQ7JjT09O5e2xvbw8LCwuoqKggIyNDer8frJHq378/O3ToEGOMsePHjzMnJyf5BlSJa9euseTkZGZqasoePnzIbVfk2AsKClhwcDATiUSMMcZ27NjB+vbtyxhjbNasWWzt2rWMMcbu3bvHjIyMWHFxsZwirSgzM5P7/uTJk8zW1pYxptj3mzHG4uPjWc+ePVmPHj3YqVOnGGOKfa8//X0uo8j3+auvvmKLFy/mfq/fvn3LGFPsmD/1008/seHDhzPGpPf70SgTyvv375m2tjYrKSlhjDEmEolYq1atWExMjJwjq9zH/wHrW+zh4eHM1NSUMcaYpqYm9x+RMcacnZ3ZpUuX5BRZ9Q4dOsTs7OwU/n4LhUI2cOBAFhERwfr27cslFEW+15UlFEW+z3w+n2lra7Ps7Oxy2xU55sp06tRJ6r8fjbLJKzk5Ga1bt4aKSun6YjweDyYmJkhKSpJzZDWrb7Fv27YNI0eORHp6OkpKSmBoaMjtMzMzU7i4Z8yYgbZt2+L777/H0aNHFf5++/r6olevXnB0dOS21Yd7PWPGDNjY2GD27NlIS0tT6PscFxeHZs2aYfPmzXBycoKrqysuX76s0DF/6vbt28jMzMTw4cOl+vvRKBMKkY3NmzcjNjYW//73v+UditiOHDmC5ORkbNy4EStWrJB3ONV68uQJAgMDsWbNGnmH8lmuX7+OqKgoPHjwAM2bN4enp6e8Q6qWQCBAYmIiunTpgoiICGzfvh0TJ06EQCCQd2hiO3DgAGbMmMElP6mpcx2nHqpvVdX62OT1008/MUdHx3L9Ek2bNlXYZpjKaGhosHfv3ins/d69ezczNDRkpqamzNTUlKmrq7MWLVqw3bt315t7/ebNG6alpaXQv9dpaWlMSUmJCQQCbpuTkxP766+/FDbmj+Xm5jItLS32/Plzbpu0fj8aZUJhjLG+ffuW60xzdHSUb0DV+LTNWdFj/+WXX1jXrl1ZRkZGue2enp7lOgLbtGmjMB3FmZmZ7PXr19zrU6dOMSMjIyYSiRT+fpf5uA9FUe81n88v90fGL7/8wlxdXRljiv17PXjwYBYcHMwYY+zVq1fMwMCApaSkKHTMZfbv38969epVbpu0fj8abUJ58eIF69GjB+vYsSNzdHRkUVFR8g6pgrlz5zIjIyOmrKzMWrZsyTp06MAYU+zYk5OTGQDWvn17Zmdnx+zs7Fi3bt0YY4y9e/eODR48mJmbm7MuXbqwsLAwOUf7PwkJCczZ2ZlZW1szW1tbNnDgQC6JK/L9/tjHCUVR73VcXByzt7dnNjY2zNramnl4eLD4+HjGmGLf57i4ONavXz/u9+PEiROMMcWOuUzPnj3ZwYMHy22T1u8HTb1CCCFEIqhTnhBCiERQQiGEECIRlFAIIYRIBCUUQgghEkEJhRBCiERQQiGEECIRlFCIwimbbrtLly5QVlbmXk+cOBE//PADjh07JtXr5+fnw8nJCbm5uQCAa9euoWfPnlxMvXr1wvv376Uaw8d4PB6ysrI+65jDhw9j1KhRn30tPp8PHo/32cd97JtvvkFAQECdzkHqJylP7ELI5ytb+yUhIQH29vbl1oKRhZ07d2LkyJHQ1taGQCDA6NGjERoaiq5duwIAoqOjoampKdOY6pPly5ejd+/emDhxIpSVleUdDpEhqqGQemXmzJn49ddfAQA+Pj6YMGECRowYAQsLCwwfPhxPnjyBm5sbLCwsMHnyZIhEIgBAbm4u5syZg27dusHW1hZz585FcXFxpdfYu3cvpkyZwh2Xk5NTbmZWS0tLaGlpASid7dfZ2Rn29vZwdnbGnTt3uHJmZmZYs2YNXFxc0LZtW+zZsweHDh1Cz549YWZmhj///JMry+PxsGbNGjg4OMDCwqLKWlhMTAy++OILODs7w9bWFjt37qzxnl29ehXW1tZYuHAh7OzsYGVlhYiIiHLvt2PHjnBwcICfn1+5Y8PDwzFgwAA4OTnBwcEBx48fBwBs2rQJHh4eYIyhqKgIjo6OXMwtW7ZEhw4dcPHixRpjIw2MRJ63J0QK4uPjma6ubrltnp6ezM/PjzHG2Nq1a1m7du1YRkYGE4lErE+fPqx79+4sJyeHlZSUMDs7O3b27FnGGGNz5sxhv//+O2OsdBK/2bNns61bt1a4ZlJSEjMwMCi37csvv2RaWlps6NChbP369Sw6Oprbl5qayn1/584dZmlpyb02NTVlX331FWOMsZiYGKahocE2bNjAGCudP6l58+ZcWQBszZo1jLHSaT709fW5KUkAsMzMTCYQCJijoyM3yV9eXh6zsbFh9+7dq/A+Dh06xEaOHMkYY+zKlStMWVmZ/fPPP4wxxn777Tc2ZMgQxhhjjx8/Zq1atWJv3rxhjDH23XffsbKPhczMTGZvb8/tS0tLY23btmUpKSlMJBIxd3d39tNPP7GFCxeyuXPnlrv+unXr2LJlyyrERRo2avIi9dqQIUOgr68PAOjatSvU1dWhra0NAHBwcEBMTAwA4PTp07hz5w58fX0BAAUFBZU2x6SkpKBVq1bltv3666/4+uuvceXKFVy+fBkODg4ICQlB79698fDhQ2zatAnp6elQUVFBdHQ0CgoK0KRJEwDAxIkTAQDm5ubQ0NDAuHHjAABOTk7IyMhAVlYW9PT0AABeXl4AgPbt26NPnz64fv06zMzMuDiio6Px9OlTTJo0iduWm5uLZ8+ewdnZudr7ZG5uju7duwMAevbsiZ9//hkAEBYWhqFDh6J169YAgAULFnDLDdy+fRuvXr3C0KFDy50rOjoaRkZG8Pf3h4ODA/T19XH37t1yZQwNDfHs2bNqYyINDyUUUq9paGhw3ysrK1d4XbZmBWMMgYGBsLCwqPZ8TZs2RWFhYYXtpqammDlzJmbOnAlNTU38/fff6NatG8aMGYMrV67A2dkZOTk50NXVRVFREZdQqoqPx+OBx+NVu6bGp53jjDE0a9asVn1KVd2X6q7JGIOVlRVu375dadnExESIRCLk5uYiLy+v3DUKCwu5e0AaD+pDIY3CqFGj8OOPP3IfpJmZmYiNja1QztLSEqmpqSgoKABQOurp/PnzYP+dQ7WgoADPnz9Hhw4dUFhYiOLiYpiYmAAAduzYUacYDx06BKB0MMKNGzfg6upaITYdHR2uHADExsYiIyOj1tccMGAALly4gHfv3gEA9uzZw+1zcXFBfHw8QkNDuW2RkZEoLi5GTk4OJk2ahKNHj2L+/PmYMWMGd48A4Pnz57Czs6t1XKR+ooRCGgU/Pz80adIE9vb2sLW1xcCBA5GQkFChnIaGBoYMGYKwsDAApX+l79mzB5aWlrCzs4OjoyMcHR2xaNEi6OjoYOPGjejWrRscHR2hpqZWpxiFQiEcHBwwZMgQbN++vVxzFwCoqKjg7NmzOHnyJGxtbWFlZYXZs2dzya82rK2t4ePjA1dXVzg4OEBdXZ3bp6+vj+DgYGzevBl2dnbo0qULVq5cCZFIhNmzZ2Pq1Kno378/vv32W/B4PGzduhVA6T27fPkyRo8eXeu4SP1E09cT8ol79+5h/fr1OHv2rMyuyePxkJmZyfWn1GcXLlyAv78//P395R0KkTGqoRDyibK+kbIHG8nnyc7O5morpHGhGgohhBCJoBoKIYQQiaCEQgghRCIooRBCCJEISiiEEEIkghIKIYQQiaCEQgghRCL+HzGR2nVNClxaAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 400x280 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(\"Bearing2_1\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[INFO    13:51:06]  [DataLoader]  -> Loading data entity: Bearing2_2\n",
      "[INFO    13:51:09]  [DataLoader]  ✓ Successfully loaded: Bearing2_2\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x280 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(\"Bearing2_2\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[INFO    13:51:09]  [DataLoader]  -> Loading data entity: Bearing2_3\n",
      "[INFO    13:51:14]  [DataLoader]  ✓ Successfully loaded: Bearing2_3\n",
      "[WARNING 13:51:14]  fail to identify FPT, used default value 0\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x280 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(\"Bearing2_3\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[INFO    13:51:14]  [DataLoader]  -> Loading data entity: Bearing2_4\n",
      "[INFO    13:51:17]  [DataLoader]  ✓ Successfully loaded: Bearing2_4\n",
      "[WARNING 13:51:17]  fail to identify FPT, used default value 0\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x280 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(\"Bearing2_4\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[INFO    13:51:17]  [DataLoader]  -> Loading data entity: Bearing2_5\n",
      "[INFO    13:51:23]  [DataLoader]  ✓ Successfully loaded: Bearing2_5\n",
      "[WARNING 13:51:23]  fail to identify FPT, used default value 0\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x280 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(\"Bearing2_5\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[INFO    13:51:23]  [DataLoader]  -> Loading data entity: Bearing2_6\n",
      "[INFO    13:51:25]  [DataLoader]  ✓ Successfully loaded: Bearing2_6\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x280 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(\"Bearing2_6\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[INFO    13:51:26]  [DataLoader]  -> Loading data entity: Bearing2_7\n",
      "[INFO    13:51:26]  [DataLoader]  ✓ Successfully loaded: Bearing2_7\n",
      "[WARNING 13:51:26]  fail to identify FPT, used default value 0\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x280 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(\"Bearing2_7\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[INFO    13:51:26]  [DataLoader]  -> Loading data entity: Bearing3_1\n",
      "[INFO    13:51:28]  [DataLoader]  ✓ Successfully loaded: Bearing3_1\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x280 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(\"Bearing3_1\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[INFO    13:51:28]  [DataLoader]  -> Loading data entity: Bearing3_2\n",
      "[INFO    13:51:33]  [DataLoader]  ✓ Successfully loaded: Bearing3_2\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x280 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(\"Bearing3_2\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[INFO    13:51:33]  [DataLoader]  -> Loading data entity: Bearing3_3\n",
      "[INFO    13:51:34]  [DataLoader]  ✓ Successfully loaded: Bearing3_3\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x280 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(\"Bearing3_3\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
